# frozen_string_literal: true
# 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
#
# 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.
# Auto-generated by gapic-generator-ruby. DO NOT EDIT!
require "google/cloud/errors"
require "google/cloud/aiplatform/v1/featurestore_service_pb"
require "google/cloud/location"
require "google/iam/v1"
module Google
module Cloud
module AIPlatform
module V1
module FeaturestoreService
##
# Client for the FeaturestoreService service.
#
# The service that handles CRUD and List for resources for Featurestore.
#
class Client
# @private
API_VERSION = ""
# @private
DEFAULT_ENDPOINT_TEMPLATE = "aiplatform.$UNIVERSE_DOMAIN$"
include Paths
# @private
attr_reader :featurestore_service_stub
##
# Configure the FeaturestoreService Client class.
#
# See {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client::Configuration}
# for a description of the configuration fields.
#
# @example
#
# # Modify the configuration for all FeaturestoreService clients
# ::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.configure do |config|
# config.timeout = 10.0
# end
#
# @yield [config] Configure the Client client.
# @yieldparam config [Client::Configuration]
#
# @return [Client::Configuration]
#
def self.configure
@configure ||= begin
namespace = ["Google", "Cloud", "AIPlatform", "V1"]
parent_config = while namespace.any?
parent_name = namespace.join "::"
parent_const = const_get parent_name
break parent_const.configure if parent_const.respond_to? :configure
namespace.pop
end
default_config = Client::Configuration.new parent_config
default_config
end
yield @configure if block_given?
@configure
end
##
# Configure the FeaturestoreService Client instance.
#
# The configuration is set to the derived mode, meaning that values can be changed,
# but structural changes (adding new fields, etc.) are not allowed. Structural changes
# should be made on {Client.configure}.
#
# See {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client::Configuration}
# for a description of the configuration fields.
#
# @yield [config] Configure the Client client.
# @yieldparam config [Client::Configuration]
#
# @return [Client::Configuration]
#
def configure
yield @config if block_given?
@config
end
##
# The effective universe domain
#
# @return [String]
#
def universe_domain
@featurestore_service_stub.universe_domain
end
##
# Create a new FeaturestoreService client object.
#
# @example
#
# # Create a client using the default configuration
# client = ::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a client using a custom configuration
# client = ::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new do |config|
# config.timeout = 10.0
# end
#
# @yield [config] Configure the FeaturestoreService client.
# @yieldparam config [Client::Configuration]
#
def initialize
# These require statements are intentionally placed here to initialize
# the gRPC module only when it's required.
# See https://github.com/googleapis/toolkit/issues/446
require "gapic/grpc"
require "google/cloud/aiplatform/v1/featurestore_service_services_pb"
# Create the configuration object
@config = Configuration.new Client.configure
# Yield the configuration if needed
yield @config if block_given?
# Create credentials
credentials = @config.credentials
# Use self-signed JWT if the endpoint is unchanged from default,
# but only if the default endpoint does not have a region prefix.
enable_self_signed_jwt = @config.endpoint.nil? ||
(@config.endpoint == Configuration::DEFAULT_ENDPOINT &&
!@config.endpoint.split(".").first.include?("-"))
credentials ||= Credentials.default scope: @config.scope,
enable_self_signed_jwt: enable_self_signed_jwt
if credentials.is_a?(::String) || credentials.is_a?(::Hash)
credentials = Credentials.new credentials, scope: @config.scope
end
@quota_project_id = @config.quota_project
@quota_project_id ||= credentials.quota_project_id if credentials.respond_to? :quota_project_id
@operations_client = Operations.new do |config|
config.credentials = credentials
config.quota_project = @quota_project_id
config.endpoint = @config.endpoint
config.universe_domain = @config.universe_domain
end
@featurestore_service_stub = ::Gapic::ServiceStub.new(
::Google::Cloud::AIPlatform::V1::FeaturestoreService::Stub,
credentials: credentials,
endpoint: @config.endpoint,
endpoint_template: DEFAULT_ENDPOINT_TEMPLATE,
universe_domain: @config.universe_domain,
channel_args: @config.channel_args,
interceptors: @config.interceptors,
channel_pool_config: @config.channel_pool
)
@location_client = Google::Cloud::Location::Locations::Client.new do |config|
config.credentials = credentials
config.quota_project = @quota_project_id
config.endpoint = @featurestore_service_stub.endpoint
config.universe_domain = @featurestore_service_stub.universe_domain
end
@iam_policy_client = Google::Iam::V1::IAMPolicy::Client.new do |config|
config.credentials = credentials
config.quota_project = @quota_project_id
config.endpoint = @featurestore_service_stub.endpoint
config.universe_domain = @featurestore_service_stub.universe_domain
end
end
##
# Get the associated client for long-running operations.
#
# @return [::Google::Cloud::AIPlatform::V1::FeaturestoreService::Operations]
#
attr_reader :operations_client
##
# Get the associated client for mix-in of the Locations.
#
# @return [Google::Cloud::Location::Locations::Client]
#
attr_reader :location_client
##
# Get the associated client for mix-in of the IAMPolicy.
#
# @return [Google::Iam::V1::IAMPolicy::Client]
#
attr_reader :iam_policy_client
# Service calls
##
# Creates a new Featurestore in a given project and location.
#
# @overload create_featurestore(request, options = nil)
# Pass arguments to `create_featurestore` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::CreateFeaturestoreRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::CreateFeaturestoreRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload create_featurestore(parent: nil, featurestore: nil, featurestore_id: nil)
# Pass arguments to `create_featurestore` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param parent [::String]
# Required. The resource name of the Location to create Featurestores.
# Format:
# `projects/{project}/locations/{location}`
# @param featurestore [::Google::Cloud::AIPlatform::V1::Featurestore, ::Hash]
# Required. The Featurestore to create.
# @param featurestore_id [::String]
# Required. The ID to use for this Featurestore, which will become the final
# component of the Featurestore's resource name.
#
# This value may be up to 60 characters, and valid characters are
# `[a-z0-9_]`. The first character cannot be a number.
#
# The value must be unique within the project and location.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::CreateFeaturestoreRequest.new
#
# # Call the create_featurestore method.
# result = client.create_featurestore request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def create_featurestore request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::CreateFeaturestoreRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.create_featurestore.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.parent
header_params["parent"] = request.parent
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.create_featurestore.timeout,
metadata: metadata,
retry_policy: @config.rpcs.create_featurestore.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :create_featurestore, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Gets details of a single Featurestore.
#
# @overload get_featurestore(request, options = nil)
# Pass arguments to `get_featurestore` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::GetFeaturestoreRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::GetFeaturestoreRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload get_featurestore(name: nil)
# Pass arguments to `get_featurestore` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param name [::String]
# Required. The name of the Featurestore resource.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Google::Cloud::AIPlatform::V1::Featurestore]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Google::Cloud::AIPlatform::V1::Featurestore]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::GetFeaturestoreRequest.new
#
# # Call the get_featurestore method.
# result = client.get_featurestore request
#
# # The returned object is of type Google::Cloud::AIPlatform::V1::Featurestore.
# p result
#
def get_featurestore request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::GetFeaturestoreRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.get_featurestore.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.name
header_params["name"] = request.name
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.get_featurestore.timeout,
metadata: metadata,
retry_policy: @config.rpcs.get_featurestore.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :get_featurestore, request, options: options do |response, operation|
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Lists Featurestores in a given project and location.
#
# @overload list_featurestores(request, options = nil)
# Pass arguments to `list_featurestores` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::ListFeaturestoresRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::ListFeaturestoresRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload list_featurestores(parent: nil, filter: nil, page_size: nil, page_token: nil, order_by: nil, read_mask: nil)
# Pass arguments to `list_featurestores` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param parent [::String]
# Required. The resource name of the Location to list Featurestores.
# Format:
# `projects/{project}/locations/{location}`
# @param filter [::String]
# Lists the featurestores that match the filter expression. The following
# fields are supported:
#
# * `create_time`: Supports `=`, `!=`, `<`, `>`, `<=`, and `>=` comparisons.
# Values must be
# in RFC 3339 format.
# * `update_time`: Supports `=`, `!=`, `<`, `>`, `<=`, and `>=` comparisons.
# Values must be
# in RFC 3339 format.
# * `online_serving_config.fixed_node_count`: Supports `=`, `!=`, `<`, `>`,
# `<=`, and `>=` comparisons.
# * `labels`: Supports key-value equality and key presence.
#
# Examples:
#
# * `create_time > "2020-01-01" OR update_time > "2020-01-01"`
# Featurestores created or updated after 2020-01-01.
# * `labels.env = "prod"`
# Featurestores with label "env" set to "prod".
# @param page_size [::Integer]
# The maximum number of Featurestores to return. The service may return fewer
# than this value. If unspecified, at most 100 Featurestores will be
# returned. The maximum value is 100; any value greater than 100 will be
# coerced to 100.
# @param page_token [::String]
# A page token, received from a previous
# {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client#list_featurestores FeaturestoreService.ListFeaturestores}
# call. Provide this to retrieve the subsequent page.
#
# When paginating, all other parameters provided to
# {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client#list_featurestores FeaturestoreService.ListFeaturestores}
# must match the call that provided the page token.
# @param order_by [::String]
# A comma-separated list of fields to order by, sorted in ascending order.
# Use "desc" after a field name for descending.
# Supported Fields:
#
# * `create_time`
# * `update_time`
# * `online_serving_config.fixed_node_count`
# @param read_mask [::Google::Protobuf::FieldMask, ::Hash]
# Mask specifying which fields to read.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Featurestore>]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Featurestore>]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::ListFeaturestoresRequest.new
#
# # Call the list_featurestores method.
# result = client.list_featurestores request
#
# # The returned object is of type Gapic::PagedEnumerable. You can iterate
# # over elements, and API calls will be issued to fetch pages as needed.
# result.each do |item|
# # Each element is of type ::Google::Cloud::AIPlatform::V1::Featurestore.
# p item
# end
#
def list_featurestores request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::ListFeaturestoresRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.list_featurestores.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.parent
header_params["parent"] = request.parent
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.list_featurestores.timeout,
metadata: metadata,
retry_policy: @config.rpcs.list_featurestores.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :list_featurestores, request, options: options do |response, operation|
response = ::Gapic::PagedEnumerable.new @featurestore_service_stub, :list_featurestores, request, response, operation, options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Updates the parameters of a single Featurestore.
#
# @overload update_featurestore(request, options = nil)
# Pass arguments to `update_featurestore` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::UpdateFeaturestoreRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::UpdateFeaturestoreRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload update_featurestore(featurestore: nil, update_mask: nil)
# Pass arguments to `update_featurestore` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param featurestore [::Google::Cloud::AIPlatform::V1::Featurestore, ::Hash]
# Required. The Featurestore's `name` field is used to identify the
# Featurestore to be updated. Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}`
# @param update_mask [::Google::Protobuf::FieldMask, ::Hash]
# Field mask is used to specify the fields to be overwritten in the
# Featurestore resource by the update.
# The fields specified in the update_mask are relative to the resource, not
# the full request. A field will be overwritten if it is in the mask. If the
# user does not provide a mask then only the non-empty fields present in the
# request will be overwritten. Set the update_mask to `*` to override all
# fields.
#
# Updatable fields:
#
# * `labels`
# * `online_serving_config.fixed_node_count`
# * `online_serving_config.scaling`
# * `online_storage_ttl_days`
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::UpdateFeaturestoreRequest.new
#
# # Call the update_featurestore method.
# result = client.update_featurestore request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def update_featurestore request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::UpdateFeaturestoreRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.update_featurestore.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.featurestore&.name
header_params["featurestore.name"] = request.featurestore.name
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.update_featurestore.timeout,
metadata: metadata,
retry_policy: @config.rpcs.update_featurestore.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :update_featurestore, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Deletes a single Featurestore. The Featurestore must not contain any
# EntityTypes or `force` must be set to true for the request to succeed.
#
# @overload delete_featurestore(request, options = nil)
# Pass arguments to `delete_featurestore` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::DeleteFeaturestoreRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::DeleteFeaturestoreRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload delete_featurestore(name: nil, force: nil)
# Pass arguments to `delete_featurestore` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param name [::String]
# Required. The name of the Featurestore to be deleted.
# Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}`
# @param force [::Boolean]
# If set to true, any EntityTypes and Features for this Featurestore will
# also be deleted. (Otherwise, the request will only work if the Featurestore
# has no EntityTypes.)
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::DeleteFeaturestoreRequest.new
#
# # Call the delete_featurestore method.
# result = client.delete_featurestore request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def delete_featurestore request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::DeleteFeaturestoreRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.delete_featurestore.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.name
header_params["name"] = request.name
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.delete_featurestore.timeout,
metadata: metadata,
retry_policy: @config.rpcs.delete_featurestore.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :delete_featurestore, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Creates a new EntityType in a given Featurestore.
#
# @overload create_entity_type(request, options = nil)
# Pass arguments to `create_entity_type` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::CreateEntityTypeRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::CreateEntityTypeRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload create_entity_type(parent: nil, entity_type: nil, entity_type_id: nil)
# Pass arguments to `create_entity_type` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param parent [::String]
# Required. The resource name of the Featurestore to create EntityTypes.
# Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}`
# @param entity_type [::Google::Cloud::AIPlatform::V1::EntityType, ::Hash]
# The EntityType to create.
# @param entity_type_id [::String]
# Required. The ID to use for the EntityType, which will become the final
# component of the EntityType's resource name.
#
# This value may be up to 60 characters, and valid characters are
# `[a-z0-9_]`. The first character cannot be a number.
#
# The value must be unique within a featurestore.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::CreateEntityTypeRequest.new
#
# # Call the create_entity_type method.
# result = client.create_entity_type request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def create_entity_type request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::CreateEntityTypeRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.create_entity_type.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.parent
header_params["parent"] = request.parent
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.create_entity_type.timeout,
metadata: metadata,
retry_policy: @config.rpcs.create_entity_type.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :create_entity_type, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Gets details of a single EntityType.
#
# @overload get_entity_type(request, options = nil)
# Pass arguments to `get_entity_type` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::GetEntityTypeRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::GetEntityTypeRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload get_entity_type(name: nil)
# Pass arguments to `get_entity_type` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param name [::String]
# Required. The name of the EntityType resource.
# Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Google::Cloud::AIPlatform::V1::EntityType]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Google::Cloud::AIPlatform::V1::EntityType]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::GetEntityTypeRequest.new
#
# # Call the get_entity_type method.
# result = client.get_entity_type request
#
# # The returned object is of type Google::Cloud::AIPlatform::V1::EntityType.
# p result
#
def get_entity_type request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::GetEntityTypeRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.get_entity_type.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.name
header_params["name"] = request.name
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.get_entity_type.timeout,
metadata: metadata,
retry_policy: @config.rpcs.get_entity_type.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :get_entity_type, request, options: options do |response, operation|
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Lists EntityTypes in a given Featurestore.
#
# @overload list_entity_types(request, options = nil)
# Pass arguments to `list_entity_types` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::ListEntityTypesRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::ListEntityTypesRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload list_entity_types(parent: nil, filter: nil, page_size: nil, page_token: nil, order_by: nil, read_mask: nil)
# Pass arguments to `list_entity_types` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param parent [::String]
# Required. The resource name of the Featurestore to list EntityTypes.
# Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}`
# @param filter [::String]
# Lists the EntityTypes that match the filter expression. The following
# filters are supported:
#
# * `create_time`: Supports `=`, `!=`, `<`, `>`, `>=`, and `<=` comparisons.
# Values must be in RFC 3339 format.
# * `update_time`: Supports `=`, `!=`, `<`, `>`, `>=`, and `<=` comparisons.
# Values must be in RFC 3339 format.
# * `labels`: Supports key-value equality as well as key presence.
#
# Examples:
#
# * `create_time > \"2020-01-31T15:30:00.000000Z\" OR
# update_time > \"2020-01-31T15:30:00.000000Z\"` --> EntityTypes created
# or updated after 2020-01-31T15:30:00.000000Z.
# * `labels.active = yes AND labels.env = prod` --> EntityTypes having both
# (active: yes) and (env: prod) labels.
# * `labels.env: *` --> Any EntityType which has a label with 'env' as the
# key.
# @param page_size [::Integer]
# The maximum number of EntityTypes to return. The service may return fewer
# than this value. If unspecified, at most 1000 EntityTypes will be returned.
# The maximum value is 1000; any value greater than 1000 will be coerced to
# 1000.
# @param page_token [::String]
# A page token, received from a previous
# {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client#list_entity_types FeaturestoreService.ListEntityTypes}
# call. Provide this to retrieve the subsequent page.
#
# When paginating, all other parameters provided to
# {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client#list_entity_types FeaturestoreService.ListEntityTypes}
# must match the call that provided the page token.
# @param order_by [::String]
# A comma-separated list of fields to order by, sorted in ascending order.
# Use "desc" after a field name for descending.
#
# Supported fields:
#
# * `entity_type_id`
# * `create_time`
# * `update_time`
# @param read_mask [::Google::Protobuf::FieldMask, ::Hash]
# Mask specifying which fields to read.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::EntityType>]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::EntityType>]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::ListEntityTypesRequest.new
#
# # Call the list_entity_types method.
# result = client.list_entity_types request
#
# # The returned object is of type Gapic::PagedEnumerable. You can iterate
# # over elements, and API calls will be issued to fetch pages as needed.
# result.each do |item|
# # Each element is of type ::Google::Cloud::AIPlatform::V1::EntityType.
# p item
# end
#
def list_entity_types request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::ListEntityTypesRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.list_entity_types.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.parent
header_params["parent"] = request.parent
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.list_entity_types.timeout,
metadata: metadata,
retry_policy: @config.rpcs.list_entity_types.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :list_entity_types, request, options: options do |response, operation|
response = ::Gapic::PagedEnumerable.new @featurestore_service_stub, :list_entity_types, request, response, operation, options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Updates the parameters of a single EntityType.
#
# @overload update_entity_type(request, options = nil)
# Pass arguments to `update_entity_type` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::UpdateEntityTypeRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::UpdateEntityTypeRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload update_entity_type(entity_type: nil, update_mask: nil)
# Pass arguments to `update_entity_type` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param entity_type [::Google::Cloud::AIPlatform::V1::EntityType, ::Hash]
# Required. The EntityType's `name` field is used to identify the EntityType
# to be updated. Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
# @param update_mask [::Google::Protobuf::FieldMask, ::Hash]
# Field mask is used to specify the fields to be overwritten in the
# EntityType resource by the update.
# The fields specified in the update_mask are relative to the resource, not
# the full request. A field will be overwritten if it is in the mask. If the
# user does not provide a mask then only the non-empty fields present in the
# request will be overwritten. Set the update_mask to `*` to override all
# fields.
#
# Updatable fields:
#
# * `description`
# * `labels`
# * `monitoring_config.snapshot_analysis.disabled`
# * `monitoring_config.snapshot_analysis.monitoring_interval_days`
# * `monitoring_config.snapshot_analysis.staleness_days`
# * `monitoring_config.import_features_analysis.state`
# * `monitoring_config.import_features_analysis.anomaly_detection_baseline`
# * `monitoring_config.numerical_threshold_config.value`
# * `monitoring_config.categorical_threshold_config.value`
# * `offline_storage_ttl_days`
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Google::Cloud::AIPlatform::V1::EntityType]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Google::Cloud::AIPlatform::V1::EntityType]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::UpdateEntityTypeRequest.new
#
# # Call the update_entity_type method.
# result = client.update_entity_type request
#
# # The returned object is of type Google::Cloud::AIPlatform::V1::EntityType.
# p result
#
def update_entity_type request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::UpdateEntityTypeRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.update_entity_type.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.entity_type&.name
header_params["entity_type.name"] = request.entity_type.name
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.update_entity_type.timeout,
metadata: metadata,
retry_policy: @config.rpcs.update_entity_type.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :update_entity_type, request, options: options do |response, operation|
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Deletes a single EntityType. The EntityType must not have any Features
# or `force` must be set to true for the request to succeed.
#
# @overload delete_entity_type(request, options = nil)
# Pass arguments to `delete_entity_type` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::DeleteEntityTypeRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::DeleteEntityTypeRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload delete_entity_type(name: nil, force: nil)
# Pass arguments to `delete_entity_type` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param name [::String]
# Required. The name of the EntityType to be deleted.
# Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
# @param force [::Boolean]
# If set to true, any Features for this EntityType will also be deleted.
# (Otherwise, the request will only work if the EntityType has no Features.)
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::DeleteEntityTypeRequest.new
#
# # Call the delete_entity_type method.
# result = client.delete_entity_type request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def delete_entity_type request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::DeleteEntityTypeRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.delete_entity_type.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.name
header_params["name"] = request.name
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.delete_entity_type.timeout,
metadata: metadata,
retry_policy: @config.rpcs.delete_entity_type.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :delete_entity_type, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Creates a new Feature in a given EntityType.
#
# @overload create_feature(request, options = nil)
# Pass arguments to `create_feature` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::CreateFeatureRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::CreateFeatureRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload create_feature(parent: nil, feature: nil, feature_id: nil)
# Pass arguments to `create_feature` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param parent [::String]
# Required. The resource name of the EntityType or FeatureGroup to create a
# Feature. Format for entity_type as parent:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
# Format for feature_group as parent:
# `projects/{project}/locations/{location}/featureGroups/{feature_group}`
# @param feature [::Google::Cloud::AIPlatform::V1::Feature, ::Hash]
# Required. The Feature to create.
# @param feature_id [::String]
# Required. The ID to use for the Feature, which will become the final
# component of the Feature's resource name.
#
# This value may be up to 128 characters, and valid characters are
# `[a-z0-9_]`. The first character cannot be a number.
#
# The value must be unique within an EntityType/FeatureGroup.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::CreateFeatureRequest.new
#
# # Call the create_feature method.
# result = client.create_feature request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def create_feature request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::CreateFeatureRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.create_feature.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.parent
header_params["parent"] = request.parent
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.create_feature.timeout,
metadata: metadata,
retry_policy: @config.rpcs.create_feature.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :create_feature, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Creates a batch of Features in a given EntityType.
#
# @overload batch_create_features(request, options = nil)
# Pass arguments to `batch_create_features` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::BatchCreateFeaturesRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::BatchCreateFeaturesRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload batch_create_features(parent: nil, requests: nil)
# Pass arguments to `batch_create_features` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param parent [::String]
# Required. The resource name of the EntityType/FeatureGroup to create the
# batch of Features under. Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
# `projects/{project}/locations/{location}/featureGroups/{feature_group}`
# @param requests [::Array<::Google::Cloud::AIPlatform::V1::CreateFeatureRequest, ::Hash>]
# Required. The request message specifying the Features to create. All
# Features must be created under the same parent EntityType / FeatureGroup.
# The `parent` field in each child request message can be omitted. If
# `parent` is set in a child request, then the value must match the `parent`
# value in this request message.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::BatchCreateFeaturesRequest.new
#
# # Call the batch_create_features method.
# result = client.batch_create_features request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def batch_create_features request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::BatchCreateFeaturesRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.batch_create_features.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.parent
header_params["parent"] = request.parent
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.batch_create_features.timeout,
metadata: metadata,
retry_policy: @config.rpcs.batch_create_features.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :batch_create_features, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Gets details of a single Feature.
#
# @overload get_feature(request, options = nil)
# Pass arguments to `get_feature` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::GetFeatureRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::GetFeatureRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload get_feature(name: nil)
# Pass arguments to `get_feature` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param name [::String]
# Required. The name of the Feature resource.
# Format for entity_type as parent:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
# Format for feature_group as parent:
# `projects/{project}/locations/{location}/featureGroups/{feature_group}`
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Google::Cloud::AIPlatform::V1::Feature]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Google::Cloud::AIPlatform::V1::Feature]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::GetFeatureRequest.new
#
# # Call the get_feature method.
# result = client.get_feature request
#
# # The returned object is of type Google::Cloud::AIPlatform::V1::Feature.
# p result
#
def get_feature request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::GetFeatureRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.get_feature.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.name
header_params["name"] = request.name
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.get_feature.timeout,
metadata: metadata,
retry_policy: @config.rpcs.get_feature.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :get_feature, request, options: options do |response, operation|
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Lists Features in a given EntityType.
#
# @overload list_features(request, options = nil)
# Pass arguments to `list_features` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::ListFeaturesRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::ListFeaturesRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload list_features(parent: nil, filter: nil, page_size: nil, page_token: nil, order_by: nil, read_mask: nil, latest_stats_count: nil)
# Pass arguments to `list_features` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param parent [::String]
# Required. The resource name of the Location to list Features.
# Format for entity_type as parent:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
# Format for feature_group as parent:
# `projects/{project}/locations/{location}/featureGroups/{feature_group}`
# @param filter [::String]
# Lists the Features that match the filter expression. The following
# filters are supported:
#
# * `value_type`: Supports = and != comparisons.
# * `create_time`: Supports =, !=, <, >, >=, and <= comparisons. Values must
# be in RFC 3339 format.
# * `update_time`: Supports =, !=, <, >, >=, and <= comparisons. Values must
# be in RFC 3339 format.
# * `labels`: Supports key-value equality as well as key presence.
#
# Examples:
#
# * `value_type = DOUBLE` --> Features whose type is DOUBLE.
# * `create_time > \"2020-01-31T15:30:00.000000Z\" OR
# update_time > \"2020-01-31T15:30:00.000000Z\"` --> EntityTypes created
# or updated after 2020-01-31T15:30:00.000000Z.
# * `labels.active = yes AND labels.env = prod` --> Features having both
# (active: yes) and (env: prod) labels.
# * `labels.env: *` --> Any Feature which has a label with 'env' as the
# key.
# @param page_size [::Integer]
# The maximum number of Features to return. The service may return fewer
# than this value. If unspecified, at most 1000 Features will be returned.
# The maximum value is 1000; any value greater than 1000 will be coerced to
# 1000.
# @param page_token [::String]
# A page token, received from a previous
# {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client#list_features FeaturestoreService.ListFeatures}
# call or
# {::Google::Cloud::AIPlatform::V1::FeatureRegistryService::Client#list_features FeatureRegistryService.ListFeatures}
# call. Provide this to retrieve the subsequent page.
#
# When paginating, all other parameters provided to
# {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client#list_features FeaturestoreService.ListFeatures}
# or
# {::Google::Cloud::AIPlatform::V1::FeatureRegistryService::Client#list_features FeatureRegistryService.ListFeatures}
# must match the call that provided the page token.
# @param order_by [::String]
# A comma-separated list of fields to order by, sorted in ascending order.
# Use "desc" after a field name for descending.
# Supported fields:
#
# * `feature_id`
# * `value_type` (Not supported for FeatureRegistry Feature)
# * `create_time`
# * `update_time`
# @param read_mask [::Google::Protobuf::FieldMask, ::Hash]
# Mask specifying which fields to read.
# @param latest_stats_count [::Integer]
# Only applicable for Vertex AI Feature Store (Legacy).
# If set, return the most recent
# {::Google::Cloud::AIPlatform::V1::ListFeaturesRequest#latest_stats_count ListFeaturesRequest.latest_stats_count}
# of stats for each Feature in response. Valid value is [0, 10]. If number of
# stats exists <
# {::Google::Cloud::AIPlatform::V1::ListFeaturesRequest#latest_stats_count ListFeaturesRequest.latest_stats_count},
# return all existing stats.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Feature>]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Feature>]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::ListFeaturesRequest.new
#
# # Call the list_features method.
# result = client.list_features request
#
# # The returned object is of type Gapic::PagedEnumerable. You can iterate
# # over elements, and API calls will be issued to fetch pages as needed.
# result.each do |item|
# # Each element is of type ::Google::Cloud::AIPlatform::V1::Feature.
# p item
# end
#
def list_features request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::ListFeaturesRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.list_features.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.parent
header_params["parent"] = request.parent
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.list_features.timeout,
metadata: metadata,
retry_policy: @config.rpcs.list_features.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :list_features, request, options: options do |response, operation|
response = ::Gapic::PagedEnumerable.new @featurestore_service_stub, :list_features, request, response, operation, options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Updates the parameters of a single Feature.
#
# @overload update_feature(request, options = nil)
# Pass arguments to `update_feature` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::UpdateFeatureRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::UpdateFeatureRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload update_feature(feature: nil, update_mask: nil)
# Pass arguments to `update_feature` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param feature [::Google::Cloud::AIPlatform::V1::Feature, ::Hash]
# Required. The Feature's `name` field is used to identify the Feature to be
# updated.
# Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}`
# `projects/{project}/locations/{location}/featureGroups/{feature_group}/features/{feature}`
# @param update_mask [::Google::Protobuf::FieldMask, ::Hash]
# Field mask is used to specify the fields to be overwritten in the
# Features resource by the update.
# The fields specified in the update_mask are relative to the resource, not
# the full request. A field will be overwritten if it is in the mask. If the
# user does not provide a mask then only the non-empty fields present in the
# request will be overwritten. Set the update_mask to `*` to override all
# fields.
#
# Updatable fields:
#
# * `description`
# * `labels`
# * `disable_monitoring` (Not supported for FeatureRegistryService Feature)
# * `point_of_contact` (Not supported for FeaturestoreService FeatureStore)
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Google::Cloud::AIPlatform::V1::Feature]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Google::Cloud::AIPlatform::V1::Feature]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::UpdateFeatureRequest.new
#
# # Call the update_feature method.
# result = client.update_feature request
#
# # The returned object is of type Google::Cloud::AIPlatform::V1::Feature.
# p result
#
def update_feature request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::UpdateFeatureRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.update_feature.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.feature&.name
header_params["feature.name"] = request.feature.name
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.update_feature.timeout,
metadata: metadata,
retry_policy: @config.rpcs.update_feature.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :update_feature, request, options: options do |response, operation|
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Deletes a single Feature.
#
# @overload delete_feature(request, options = nil)
# Pass arguments to `delete_feature` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::DeleteFeatureRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::DeleteFeatureRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload delete_feature(name: nil)
# Pass arguments to `delete_feature` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param name [::String]
# Required. The name of the Features to be deleted.
# Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}`
# `projects/{project}/locations/{location}/featureGroups/{feature_group}/features/{feature}`
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::DeleteFeatureRequest.new
#
# # Call the delete_feature method.
# result = client.delete_feature request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def delete_feature request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::DeleteFeatureRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.delete_feature.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.name
header_params["name"] = request.name
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.delete_feature.timeout,
metadata: metadata,
retry_policy: @config.rpcs.delete_feature.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :delete_feature, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Imports Feature values into the Featurestore from a source storage.
#
# The progress of the import is tracked by the returned operation. The
# imported features are guaranteed to be visible to subsequent read
# operations after the operation is marked as successfully done.
#
# If an import operation fails, the Feature values returned from
# reads and exports may be inconsistent. If consistency is
# required, the caller must retry the same import request again and wait till
# the new operation returned is marked as successfully done.
#
# There are also scenarios where the caller can cause inconsistency.
#
# - Source data for import contains multiple distinct Feature values for
# the same entity ID and timestamp.
# - Source is modified during an import. This includes adding, updating, or
# removing source data and/or metadata. Examples of updating metadata
# include but are not limited to changing storage location, storage class,
# or retention policy.
# - Online serving cluster is under-provisioned.
#
# @overload import_feature_values(request, options = nil)
# Pass arguments to `import_feature_values` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::ImportFeatureValuesRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::ImportFeatureValuesRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload import_feature_values(avro_source: nil, bigquery_source: nil, csv_source: nil, feature_time_field: nil, feature_time: nil, entity_type: nil, entity_id_field: nil, feature_specs: nil, disable_online_serving: nil, worker_count: nil, disable_ingestion_analysis: nil)
# Pass arguments to `import_feature_values` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param avro_source [::Google::Cloud::AIPlatform::V1::AvroSource, ::Hash]
# @param bigquery_source [::Google::Cloud::AIPlatform::V1::BigQuerySource, ::Hash]
# @param csv_source [::Google::Cloud::AIPlatform::V1::CsvSource, ::Hash]
# @param feature_time_field [::String]
# Source column that holds the Feature timestamp for all Feature
# values in each entity.
# @param feature_time [::Google::Protobuf::Timestamp, ::Hash]
# Single Feature timestamp for all entities being imported. The
# timestamp must not have higher than millisecond precision.
# @param entity_type [::String]
# Required. The resource name of the EntityType grouping the Features for
# which values are being imported. Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entityType}`
# @param entity_id_field [::String]
# Source column that holds entity IDs. If not provided, entity IDs are
# extracted from the column named entity_id.
# @param feature_specs [::Array<::Google::Cloud::AIPlatform::V1::ImportFeatureValuesRequest::FeatureSpec, ::Hash>]
# Required. Specifications defining which Feature values to import from the
# entity. The request fails if no feature_specs are provided, and having
# multiple feature_specs for one Feature is not allowed.
# @param disable_online_serving [::Boolean]
# If set, data will not be imported for online serving. This
# is typically used for backfilling, where Feature generation timestamps are
# not in the timestamp range needed for online serving.
# @param worker_count [::Integer]
# Specifies the number of workers that are used to write data to the
# Featurestore. Consider the online serving capacity that you require to
# achieve the desired import throughput without interfering with online
# serving. The value must be positive, and less than or equal to 100.
# If not set, defaults to using 1 worker. The low count ensures minimal
# impact on online serving performance.
# @param disable_ingestion_analysis [::Boolean]
# If true, API doesn't start ingestion analysis pipeline.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::ImportFeatureValuesRequest.new
#
# # Call the import_feature_values method.
# result = client.import_feature_values request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def import_feature_values request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::ImportFeatureValuesRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.import_feature_values.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.entity_type
header_params["entity_type"] = request.entity_type
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.import_feature_values.timeout,
metadata: metadata,
retry_policy: @config.rpcs.import_feature_values.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :import_feature_values, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Batch reads Feature values from a Featurestore.
#
# This API enables batch reading Feature values, where each read
# instance in the batch may read Feature values of entities from one or
# more EntityTypes. Point-in-time correctness is guaranteed for Feature
# values of each read instance as of each instance's read timestamp.
#
# @overload batch_read_feature_values(request, options = nil)
# Pass arguments to `batch_read_feature_values` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::BatchReadFeatureValuesRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::BatchReadFeatureValuesRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload batch_read_feature_values(csv_read_instances: nil, bigquery_read_instances: nil, featurestore: nil, destination: nil, pass_through_fields: nil, entity_type_specs: nil, start_time: nil)
# Pass arguments to `batch_read_feature_values` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param csv_read_instances [::Google::Cloud::AIPlatform::V1::CsvSource, ::Hash]
# Each read instance consists of exactly one read timestamp and one or more
# entity IDs identifying entities of the corresponding EntityTypes whose
# Features are requested.
#
# Each output instance contains Feature values of requested entities
# concatenated together as of the read time.
#
# An example read instance may be `foo_entity_id, bar_entity_id,
# 2020-01-01T10:00:00.123Z`.
#
# An example output instance may be `foo_entity_id, bar_entity_id,
# 2020-01-01T10:00:00.123Z, foo_entity_feature1_value,
# bar_entity_feature2_value`.
#
# Timestamp in each read instance must be millisecond-aligned.
#
# `csv_read_instances` are read instances stored in a plain-text CSV file.
# The header should be:
# [ENTITY_TYPE_ID1], [ENTITY_TYPE_ID2], ..., timestamp
#
# The columns can be in any order.
#
# Values in the timestamp column must use the RFC 3339 format, e.g.
# `2012-07-30T10:43:17.123Z`.
# @param bigquery_read_instances [::Google::Cloud::AIPlatform::V1::BigQuerySource, ::Hash]
# Similar to csv_read_instances, but from BigQuery source.
# @param featurestore [::String]
# Required. The resource name of the Featurestore from which to query Feature
# values. Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}`
# @param destination [::Google::Cloud::AIPlatform::V1::FeatureValueDestination, ::Hash]
# Required. Specifies output location and format.
# @param pass_through_fields [::Array<::Google::Cloud::AIPlatform::V1::BatchReadFeatureValuesRequest::PassThroughField, ::Hash>]
# When not empty, the specified fields in the *_read_instances source will be
# joined as-is in the output, in addition to those fields from the
# Featurestore Entity.
#
# For BigQuery source, the type of the pass-through values will be
# automatically inferred. For CSV source, the pass-through values will be
# passed as opaque bytes.
# @param entity_type_specs [::Array<::Google::Cloud::AIPlatform::V1::BatchReadFeatureValuesRequest::EntityTypeSpec, ::Hash>]
# Required. Specifies EntityType grouping Features to read values of and
# settings.
# @param start_time [::Google::Protobuf::Timestamp, ::Hash]
# Optional. Excludes Feature values with feature generation timestamp before
# this timestamp. If not set, retrieve oldest values kept in Feature Store.
# Timestamp, if present, must not have higher than millisecond precision.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::BatchReadFeatureValuesRequest.new
#
# # Call the batch_read_feature_values method.
# result = client.batch_read_feature_values request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def batch_read_feature_values request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::BatchReadFeatureValuesRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.batch_read_feature_values.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.featurestore
header_params["featurestore"] = request.featurestore
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.batch_read_feature_values.timeout,
metadata: metadata,
retry_policy: @config.rpcs.batch_read_feature_values.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :batch_read_feature_values, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Exports Feature values from all the entities of a target EntityType.
#
# @overload export_feature_values(request, options = nil)
# Pass arguments to `export_feature_values` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::ExportFeatureValuesRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::ExportFeatureValuesRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload export_feature_values(snapshot_export: nil, full_export: nil, entity_type: nil, destination: nil, feature_selector: nil, settings: nil)
# Pass arguments to `export_feature_values` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param snapshot_export [::Google::Cloud::AIPlatform::V1::ExportFeatureValuesRequest::SnapshotExport, ::Hash]
# Exports the latest Feature values of all entities of the EntityType
# within a time range.
# @param full_export [::Google::Cloud::AIPlatform::V1::ExportFeatureValuesRequest::FullExport, ::Hash]
# Exports all historical values of all entities of the EntityType within a
# time range
# @param entity_type [::String]
# Required. The resource name of the EntityType from which to export Feature
# values. Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}`
# @param destination [::Google::Cloud::AIPlatform::V1::FeatureValueDestination, ::Hash]
# Required. Specifies destination location and format.
# @param feature_selector [::Google::Cloud::AIPlatform::V1::FeatureSelector, ::Hash]
# Required. Selects Features to export values of.
# @param settings [::Array<::Google::Cloud::AIPlatform::V1::DestinationFeatureSetting, ::Hash>]
# Per-Feature export settings.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::ExportFeatureValuesRequest.new
#
# # Call the export_feature_values method.
# result = client.export_feature_values request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def export_feature_values request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::ExportFeatureValuesRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.export_feature_values.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.entity_type
header_params["entity_type"] = request.entity_type
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.export_feature_values.timeout,
metadata: metadata,
retry_policy: @config.rpcs.export_feature_values.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :export_feature_values, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Delete Feature values from Featurestore.
#
# The progress of the deletion is tracked by the returned operation. The
# deleted feature values are guaranteed to be invisible to subsequent read
# operations after the operation is marked as successfully done.
#
# If a delete feature values operation fails, the feature values
# returned from reads and exports may be inconsistent. If consistency is
# required, the caller must retry the same delete request again and wait till
# the new operation returned is marked as successfully done.
#
# @overload delete_feature_values(request, options = nil)
# Pass arguments to `delete_feature_values` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::DeleteFeatureValuesRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::DeleteFeatureValuesRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload delete_feature_values(select_entity: nil, select_time_range_and_feature: nil, entity_type: nil)
# Pass arguments to `delete_feature_values` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param select_entity [::Google::Cloud::AIPlatform::V1::DeleteFeatureValuesRequest::SelectEntity, ::Hash]
# Select feature values to be deleted by specifying entities.
# @param select_time_range_and_feature [::Google::Cloud::AIPlatform::V1::DeleteFeatureValuesRequest::SelectTimeRangeAndFeature, ::Hash]
# Select feature values to be deleted by specifying time range and
# features.
# @param entity_type [::String]
# Required. The resource name of the EntityType grouping the Features for
# which values are being deleted from. Format:
# `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entityType}`
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::Operation]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::Operation]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::DeleteFeatureValuesRequest.new
#
# # Call the delete_feature_values method.
# result = client.delete_feature_values request
#
# # The returned object is of type Gapic::Operation. You can use it to
# # check the status of an operation, cancel it, or wait for results.
# # Here is how to wait for a response.
# result.wait_until_done! timeout: 60
# if result.response?
# p result.response
# else
# puts "No response received."
# end
#
def delete_feature_values request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::DeleteFeatureValuesRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.delete_feature_values.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.entity_type
header_params["entity_type"] = request.entity_type
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.delete_feature_values.timeout,
metadata: metadata,
retry_policy: @config.rpcs.delete_feature_values.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :delete_feature_values, request, options: options do |response, operation|
response = ::Gapic::Operation.new response, @operations_client, options: options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Searches Features matching a query in a given project.
#
# @overload search_features(request, options = nil)
# Pass arguments to `search_features` via a request object, either of type
# {::Google::Cloud::AIPlatform::V1::SearchFeaturesRequest} or an equivalent Hash.
#
# @param request [::Google::Cloud::AIPlatform::V1::SearchFeaturesRequest, ::Hash]
# A request object representing the call parameters. Required. To specify no
# parameters, or to keep all the default parameter values, pass an empty Hash.
# @param options [::Gapic::CallOptions, ::Hash]
# Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.
#
# @overload search_features(location: nil, query: nil, page_size: nil, page_token: nil)
# Pass arguments to `search_features` via keyword arguments. Note that at
# least one keyword argument is required. To specify no parameters, or to keep all
# the default parameter values, pass an empty Hash as a request object (see above).
#
# @param location [::String]
# Required. The resource name of the Location to search Features.
# Format:
# `projects/{project}/locations/{location}`
# @param query [::String]
# Query string that is a conjunction of field-restricted queries and/or
# field-restricted filters. Field-restricted queries and filters can be
# combined using `AND` to form a conjunction.
#
# A field query is in the form FIELD:QUERY. This implicitly checks if QUERY
# exists as a substring within Feature's FIELD. The QUERY
# and the FIELD are converted to a sequence of words (i.e. tokens) for
# comparison. This is done by:
#
# * Removing leading/trailing whitespace and tokenizing the search value.
# Characters that are not one of alphanumeric `[a-zA-Z0-9]`, underscore
# `_`, or asterisk `*` are treated as delimiters for tokens. `*` is treated
# as a wildcard that matches characters within a token.
# * Ignoring case.
# * Prepending an asterisk to the first and appending an asterisk to the
# last token in QUERY.
#
# A QUERY must be either a singular token or a phrase. A phrase is one or
# multiple words enclosed in double quotation marks ("). With phrases, the
# order of the words is important. Words in the phrase must be matching in
# order and consecutively.
#
# Supported FIELDs for field-restricted queries:
#
# * `feature_id`
# * `description`
# * `entity_type_id`
#
# Examples:
#
# * `feature_id: foo` --> Matches a Feature with ID containing the substring
# `foo` (eg. `foo`, `foofeature`, `barfoo`).
# * `feature_id: foo*feature` --> Matches a Feature with ID containing the
# substring `foo*feature` (eg. `foobarfeature`).
# * `feature_id: foo AND description: bar` --> Matches a Feature with ID
# containing the substring `foo` and description containing the substring
# `bar`.
#
#
# Besides field queries, the following exact-match filters are
# supported. The exact-match filters do not support wildcards. Unlike
# field-restricted queries, exact-match filters are case-sensitive.
#
# * `feature_id`: Supports = comparisons.
# * `description`: Supports = comparisons. Multi-token filters should be
# enclosed in quotes.
# * `entity_type_id`: Supports = comparisons.
# * `value_type`: Supports = and != comparisons.
# * `labels`: Supports key-value equality as well as key presence.
# * `featurestore_id`: Supports = comparisons.
#
# Examples:
#
# * `description = "foo bar"` --> Any Feature with description exactly equal
# to `foo bar`
# * `value_type = DOUBLE` --> Features whose type is DOUBLE.
# * `labels.active = yes AND labels.env = prod` --> Features having both
# (active: yes) and (env: prod) labels.
# * `labels.env: *` --> Any Feature which has a label with `env` as the
# key.
# @param page_size [::Integer]
# The maximum number of Features to return. The service may return fewer
# than this value. If unspecified, at most 100 Features will be returned.
# The maximum value is 100; any value greater than 100 will be coerced to
# 100.
# @param page_token [::String]
# A page token, received from a previous
# {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client#search_features FeaturestoreService.SearchFeatures}
# call. Provide this to retrieve the subsequent page.
#
# When paginating, all other parameters provided to
# {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client#search_features FeaturestoreService.SearchFeatures},
# except `page_size`, must match the call that provided the page token.
#
# @yield [response, operation] Access the result along with the RPC operation
# @yieldparam response [::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Feature>]
# @yieldparam operation [::GRPC::ActiveCall::Operation]
#
# @return [::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Feature>]
#
# @raise [::Google::Cloud::Error] if the RPC is aborted.
#
# @example Basic example
# require "google/cloud/ai_platform/v1"
#
# # Create a client object. The client can be reused for multiple calls.
# client = Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new
#
# # Create a request. To set request fields, pass in keyword arguments.
# request = Google::Cloud::AIPlatform::V1::SearchFeaturesRequest.new
#
# # Call the search_features method.
# result = client.search_features request
#
# # The returned object is of type Gapic::PagedEnumerable. You can iterate
# # over elements, and API calls will be issued to fetch pages as needed.
# result.each do |item|
# # Each element is of type ::Google::Cloud::AIPlatform::V1::Feature.
# p item
# end
#
def search_features request, options = nil
raise ::ArgumentError, "request must be provided" if request.nil?
request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::SearchFeaturesRequest
# Converts hash and nil to an options object
options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h
# Customize the options with defaults
metadata = @config.rpcs.search_features.metadata.to_h
# Set x-goog-api-client, x-goog-user-project and x-goog-api-version headers
metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
lib_name: @config.lib_name, lib_version: @config.lib_version,
gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
metadata[:"x-goog-api-version"] = API_VERSION unless API_VERSION.empty?
metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id
header_params = {}
if request.location
header_params["location"] = request.location
end
request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
metadata[:"x-goog-request-params"] ||= request_params_header
options.apply_defaults timeout: @config.rpcs.search_features.timeout,
metadata: metadata,
retry_policy: @config.rpcs.search_features.retry_policy
options.apply_defaults timeout: @config.timeout,
metadata: @config.metadata,
retry_policy: @config.retry_policy
@featurestore_service_stub.call_rpc :search_features, request, options: options do |response, operation|
response = ::Gapic::PagedEnumerable.new @featurestore_service_stub, :search_features, request, response, operation, options
yield response, operation if block_given?
return response
end
rescue ::GRPC::BadStatus => e
raise ::Google::Cloud::Error.from_error(e)
end
##
# Configuration class for the FeaturestoreService API.
#
# This class represents the configuration for FeaturestoreService,
# providing control over timeouts, retry behavior, logging, transport
# parameters, and other low-level controls. Certain parameters can also be
# applied individually to specific RPCs. See
# {::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client::Configuration::Rpcs}
# for a list of RPCs that can be configured independently.
#
# Configuration can be applied globally to all clients, or to a single client
# on construction.
#
# @example
#
# # Modify the global config, setting the timeout for
# # create_featurestore to 20 seconds,
# # and all remaining timeouts to 10 seconds.
# ::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.configure do |config|
# config.timeout = 10.0
# config.rpcs.create_featurestore.timeout = 20.0
# end
#
# # Apply the above configuration only to a new client.
# client = ::Google::Cloud::AIPlatform::V1::FeaturestoreService::Client.new do |config|
# config.timeout = 10.0
# config.rpcs.create_featurestore.timeout = 20.0
# end
#
# @!attribute [rw] endpoint
# A custom service endpoint, as a hostname or hostname:port. The default is
# nil, indicating to use the default endpoint in the current universe domain.
# @return [::String,nil]
# @!attribute [rw] credentials
# Credentials to send with calls. You may provide any of the following types:
# * (`String`) The path to a service account key file in JSON format
# * (`Hash`) A service account key as a Hash
# * (`Google::Auth::Credentials`) A googleauth credentials object
# (see the [googleauth docs](https://rubydoc.info/gems/googleauth/Google/Auth/Credentials))
# * (`Signet::OAuth2::Client`) A signet oauth2 client object
# (see the [signet docs](https://rubydoc.info/gems/signet/Signet/OAuth2/Client))
# * (`GRPC::Core::Channel`) a gRPC channel with included credentials
# * (`GRPC::Core::ChannelCredentials`) a gRPC credentails object
# * (`nil`) indicating no credentials
# @return [::Object]
# @!attribute [rw] scope
# The OAuth scopes
# @return [::Array<::String>]
# @!attribute [rw] lib_name
# The library name as recorded in instrumentation and logging
# @return [::String]
# @!attribute [rw] lib_version
# The library version as recorded in instrumentation and logging
# @return [::String]
# @!attribute [rw] channel_args
# Extra parameters passed to the gRPC channel. Note: this is ignored if a
# `GRPC::Core::Channel` object is provided as the credential.
# @return [::Hash]
# @!attribute [rw] interceptors
# An array of interceptors that are run before calls are executed.
# @return [::Array<::GRPC::ClientInterceptor>]
# @!attribute [rw] timeout
# The call timeout in seconds.
# @return [::Numeric]
# @!attribute [rw] metadata
# Additional gRPC headers to be sent with the call.
# @return [::Hash{::Symbol=>::String}]
# @!attribute [rw] retry_policy
# The retry policy. The value is a hash with the following keys:
# * `:initial_delay` (*type:* `Numeric`) - The initial delay in seconds.
# * `:max_delay` (*type:* `Numeric`) - The max delay in seconds.
# * `:multiplier` (*type:* `Numeric`) - The incremental backoff multiplier.
# * `:retry_codes` (*type:* `Array<String>`) - The error codes that should
# trigger a retry.
# @return [::Hash]
# @!attribute [rw] quota_project
# A separate project against which to charge quota.
# @return [::String]
# @!attribute [rw] universe_domain
# The universe domain within which to make requests. This determines the
# default endpoint URL. The default value of nil uses the environment
# universe (usually the default "googleapis.com" universe).
# @return [::String,nil]
#
class Configuration
extend ::Gapic::Config
# @private
# The endpoint specific to the default "googleapis.com" universe. Deprecated.
DEFAULT_ENDPOINT = "aiplatform.googleapis.com"
config_attr :endpoint, nil, ::String, nil
config_attr :credentials, nil do |value|
allowed = [::String, ::Hash, ::Proc, ::Symbol, ::Google::Auth::Credentials, ::Signet::OAuth2::Client, nil]
allowed += [::GRPC::Core::Channel, ::GRPC::Core::ChannelCredentials] if defined? ::GRPC
allowed.any? { |klass| klass === value }
end
config_attr :scope, nil, ::String, ::Array, nil
config_attr :lib_name, nil, ::String, nil
config_attr :lib_version, nil, ::String, nil
config_attr(:channel_args, { "grpc.service_config_disable_resolution" => 1 }, ::Hash, nil)
config_attr :interceptors, nil, ::Array, nil
config_attr :timeout, nil, ::Numeric, nil
config_attr :metadata, nil, ::Hash, nil
config_attr :retry_policy, nil, ::Hash, ::Proc, nil
config_attr :quota_project, nil, ::String, nil
config_attr :universe_domain, nil, ::String, nil
# @private
def initialize parent_config = nil
@parent_config = parent_config unless parent_config.nil?
yield self if block_given?
end
##
# Configurations for individual RPCs
# @return [Rpcs]
#
def rpcs
@rpcs ||= begin
parent_rpcs = nil
parent_rpcs = @parent_config.rpcs if defined?(@parent_config) && @parent_config.respond_to?(:rpcs)
Rpcs.new parent_rpcs
end
end
##
# Configuration for the channel pool
# @return [::Gapic::ServiceStub::ChannelPool::Configuration]
#
def channel_pool
@channel_pool ||= ::Gapic::ServiceStub::ChannelPool::Configuration.new
end
##
# Configuration RPC class for the FeaturestoreService API.
#
# Includes fields providing the configuration for each RPC in this service.
# Each configuration object is of type `Gapic::Config::Method` and includes
# the following configuration fields:
#
# * `timeout` (*type:* `Numeric`) - The call timeout in seconds
# * `metadata` (*type:* `Hash{Symbol=>String}`) - Additional gRPC headers
# * `retry_policy (*type:* `Hash`) - The retry policy. The policy fields
# include the following keys:
# * `:initial_delay` (*type:* `Numeric`) - The initial delay in seconds.
# * `:max_delay` (*type:* `Numeric`) - The max delay in seconds.
# * `:multiplier` (*type:* `Numeric`) - The incremental backoff multiplier.
# * `:retry_codes` (*type:* `Array<String>`) - The error codes that should
# trigger a retry.
#
class Rpcs
##
# RPC-specific configuration for `create_featurestore`
# @return [::Gapic::Config::Method]
#
attr_reader :create_featurestore
##
# RPC-specific configuration for `get_featurestore`
# @return [::Gapic::Config::Method]
#
attr_reader :get_featurestore
##
# RPC-specific configuration for `list_featurestores`
# @return [::Gapic::Config::Method]
#
attr_reader :list_featurestores
##
# RPC-specific configuration for `update_featurestore`
# @return [::Gapic::Config::Method]
#
attr_reader :update_featurestore
##
# RPC-specific configuration for `delete_featurestore`
# @return [::Gapic::Config::Method]
#
attr_reader :delete_featurestore
##
# RPC-specific configuration for `create_entity_type`
# @return [::Gapic::Config::Method]
#
attr_reader :create_entity_type
##
# RPC-specific configuration for `get_entity_type`
# @return [::Gapic::Config::Method]
#
attr_reader :get_entity_type
##
# RPC-specific configuration for `list_entity_types`
# @return [::Gapic::Config::Method]
#
attr_reader :list_entity_types
##
# RPC-specific configuration for `update_entity_type`
# @return [::Gapic::Config::Method]
#
attr_reader :update_entity_type
##
# RPC-specific configuration for `delete_entity_type`
# @return [::Gapic::Config::Method]
#
attr_reader :delete_entity_type
##
# RPC-specific configuration for `create_feature`
# @return [::Gapic::Config::Method]
#
attr_reader :create_feature
##
# RPC-specific configuration for `batch_create_features`
# @return [::Gapic::Config::Method]
#
attr_reader :batch_create_features
##
# RPC-specific configuration for `get_feature`
# @return [::Gapic::Config::Method]
#
attr_reader :get_feature
##
# RPC-specific configuration for `list_features`
# @return [::Gapic::Config::Method]
#
attr_reader :list_features
##
# RPC-specific configuration for `update_feature`
# @return [::Gapic::Config::Method]
#
attr_reader :update_feature
##
# RPC-specific configuration for `delete_feature`
# @return [::Gapic::Config::Method]
#
attr_reader :delete_feature
##
# RPC-specific configuration for `import_feature_values`
# @return [::Gapic::Config::Method]
#
attr_reader :import_feature_values
##
# RPC-specific configuration for `batch_read_feature_values`
# @return [::Gapic::Config::Method]
#
attr_reader :batch_read_feature_values
##
# RPC-specific configuration for `export_feature_values`
# @return [::Gapic::Config::Method]
#
attr_reader :export_feature_values
##
# RPC-specific configuration for `delete_feature_values`
# @return [::Gapic::Config::Method]
#
attr_reader :delete_feature_values
##
# RPC-specific configuration for `search_features`
# @return [::Gapic::Config::Method]
#
attr_reader :search_features
# @private
def initialize parent_rpcs = nil
create_featurestore_config = parent_rpcs.create_featurestore if parent_rpcs.respond_to? :create_featurestore
@create_featurestore = ::Gapic::Config::Method.new create_featurestore_config
get_featurestore_config = parent_rpcs.get_featurestore if parent_rpcs.respond_to? :get_featurestore
@get_featurestore = ::Gapic::Config::Method.new get_featurestore_config
list_featurestores_config = parent_rpcs.list_featurestores if parent_rpcs.respond_to? :list_featurestores
@list_featurestores = ::Gapic::Config::Method.new list_featurestores_config
update_featurestore_config = parent_rpcs.update_featurestore if parent_rpcs.respond_to? :update_featurestore
@update_featurestore = ::Gapic::Config::Method.new update_featurestore_config
delete_featurestore_config = parent_rpcs.delete_featurestore if parent_rpcs.respond_to? :delete_featurestore
@delete_featurestore = ::Gapic::Config::Method.new delete_featurestore_config
create_entity_type_config = parent_rpcs.create_entity_type if parent_rpcs.respond_to? :create_entity_type
@create_entity_type = ::Gapic::Config::Method.new create_entity_type_config
get_entity_type_config = parent_rpcs.get_entity_type if parent_rpcs.respond_to? :get_entity_type
@get_entity_type = ::Gapic::Config::Method.new get_entity_type_config
list_entity_types_config = parent_rpcs.list_entity_types if parent_rpcs.respond_to? :list_entity_types
@list_entity_types = ::Gapic::Config::Method.new list_entity_types_config
update_entity_type_config = parent_rpcs.update_entity_type if parent_rpcs.respond_to? :update_entity_type
@update_entity_type = ::Gapic::Config::Method.new update_entity_type_config
delete_entity_type_config = parent_rpcs.delete_entity_type if parent_rpcs.respond_to? :delete_entity_type
@delete_entity_type = ::Gapic::Config::Method.new delete_entity_type_config
create_feature_config = parent_rpcs.create_feature if parent_rpcs.respond_to? :create_feature
@create_feature = ::Gapic::Config::Method.new create_feature_config
batch_create_features_config = parent_rpcs.batch_create_features if parent_rpcs.respond_to? :batch_create_features
@batch_create_features = ::Gapic::Config::Method.new batch_create_features_config
get_feature_config = parent_rpcs.get_feature if parent_rpcs.respond_to? :get_feature
@get_feature = ::Gapic::Config::Method.new get_feature_config
list_features_config = parent_rpcs.list_features if parent_rpcs.respond_to? :list_features
@list_features = ::Gapic::Config::Method.new list_features_config
update_feature_config = parent_rpcs.update_feature if parent_rpcs.respond_to? :update_feature
@update_feature = ::Gapic::Config::Method.new update_feature_config
delete_feature_config = parent_rpcs.delete_feature if parent_rpcs.respond_to? :delete_feature
@delete_feature = ::Gapic::Config::Method.new delete_feature_config
import_feature_values_config = parent_rpcs.import_feature_values if parent_rpcs.respond_to? :import_feature_values
@import_feature_values = ::Gapic::Config::Method.new import_feature_values_config
batch_read_feature_values_config = parent_rpcs.batch_read_feature_values if parent_rpcs.respond_to? :batch_read_feature_values
@batch_read_feature_values = ::Gapic::Config::Method.new batch_read_feature_values_config
export_feature_values_config = parent_rpcs.export_feature_values if parent_rpcs.respond_to? :export_feature_values
@export_feature_values = ::Gapic::Config::Method.new export_feature_values_config
delete_feature_values_config = parent_rpcs.delete_feature_values if parent_rpcs.respond_to? :delete_feature_values
@delete_feature_values = ::Gapic::Config::Method.new delete_feature_values_config
search_features_config = parent_rpcs.search_features if parent_rpcs.respond_to? :search_features
@search_features = ::Gapic::Config::Method.new search_features_config
yield self if block_given?
end
end
end
end
end
end
end
end
end