Class: Aws::SageMakerFeatureStoreRuntime::Client

Inherits:
Seahorse::Client::Base
  • Object
show all
Includes:
ClientStubs
Defined in:
lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb

Overview

An API client for SageMakerFeatureStoreRuntime. To construct a client, you need to configure a ‘:region` and `:credentials`.

client = Aws::SageMakerFeatureStoreRuntime::Client.new(
  region: region_name,
  credentials: credentials,
  # ...
)

For details on configuring region and credentials see the [developer guide](/sdk-for-ruby/v3/developer-guide/setup-config.html).

See #initialize for a full list of supported configuration options.

Class Attribute Summary collapse

API Operations collapse

Class Method Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(options) ⇒ Client

Returns a new instance of Client.

Parameters:

  • options (Hash)

Options Hash (options):

  • :credentials (required, Aws::CredentialProvider) —

    Your AWS credentials. This can be an instance of any one of the following classes:

    • ‘Aws::Credentials` - Used for configuring static, non-refreshing credentials.

    • ‘Aws::SharedCredentials` - Used for loading static credentials from a shared file, such as `~/.aws/config`.

    • ‘Aws::AssumeRoleCredentials` - Used when you need to assume a role.

    • ‘Aws::AssumeRoleWebIdentityCredentials` - Used when you need to assume a role after providing credentials via the web.

    • ‘Aws::SSOCredentials` - Used for loading credentials from AWS SSO using an access token generated from `aws login`.

    • ‘Aws::ProcessCredentials` - Used for loading credentials from a process that outputs to stdout.

    • ‘Aws::InstanceProfileCredentials` - Used for loading credentials from an EC2 IMDS on an EC2 instance.

    • ‘Aws::ECSCredentials` - Used for loading credentials from instances running in ECS.

    • ‘Aws::CognitoIdentityCredentials` - Used for loading credentials from the Cognito Identity service.

    When ‘:credentials` are not configured directly, the following locations will be searched for credentials:

    • ‘Aws.config`

    • The ‘:access_key_id`, `:secret_access_key`, and `:session_token` options.

    • ENV, ENV

    • ‘~/.aws/credentials`

    • ‘~/.aws/config`

    • EC2/ECS IMDS instance profile - When used by default, the timeouts are very aggressive. Construct and pass an instance of ‘Aws::InstanceProfileCredentails` or `Aws::ECSCredentials` to enable retries and extended timeouts. Instance profile credential fetching can be disabled by setting ENV to true.

  • :region (required, String) —

    The AWS region to connect to. The configured ‘:region` is used to determine the service `:endpoint`. When not passed, a default `:region` is searched for in the following locations:

  • :access_key_id (String)
  • :active_endpoint_cache (Boolean) — default: false —

    When set to ‘true`, a thread polling for endpoints will be running in the background every 60 secs (default). Defaults to `false`.

  • :adaptive_retry_wait_to_fill (Boolean) — default: true —

    Used only in ‘adaptive` retry mode. When true, the request will sleep until there is sufficent client side capacity to retry the request. When false, the request will raise a `RetryCapacityNotAvailableError` and will not retry instead of sleeping.

  • :client_side_monitoring (Boolean) — default: false —

    When ‘true`, client-side metrics will be collected for all API requests from this client.

  • :client_side_monitoring_client_id (String) — default: "" —

    Allows you to provide an identifier for this client which will be attached to all generated client side metrics. Defaults to an empty string.

  • :client_side_monitoring_host (String) — default: "127.0.0.1" —

    Allows you to specify the DNS hostname or IPv4 or IPv6 address that the client side monitoring agent is running on, where client metrics will be published via UDP.

  • :client_side_monitoring_port (Integer) — default: 31000 —

    Required for publishing client metrics. The port that the client side monitoring agent is running on, where client metrics will be published via UDP.

  • :client_side_monitoring_publisher (Aws::ClientSideMonitoring::Publisher) — default: Aws::ClientSideMonitoring::Publisher —

    Allows you to provide a custom client-side monitoring publisher class. By default, will use the Client Side Monitoring Agent Publisher.

  • :convert_params (Boolean) — default: true —

    When ‘true`, an attempt is made to coerce request parameters into the required types.

  • :correct_clock_skew (Boolean) — default: true —

    Used only in ‘standard` and adaptive retry modes. Specifies whether to apply a clock skew correction and retry requests with skewed client clocks.

  • :defaults_mode (String) — default: "legacy" —

    See DefaultsModeConfiguration for a list of the accepted modes and the configuration defaults that are included.

  • :disable_host_prefix_injection (Boolean) — default: false —

    Set to true to disable SDK automatically adding host prefix to default service endpoint when available.

  • :disable_request_compression (Boolean) — default: false —

    When set to ‘true’ the request body will not be compressed for supported operations.

  • :endpoint (String, URI::HTTPS, URI::HTTP) —

    Normally you should not configure the ‘:endpoint` option directly. This is normally constructed from the `:region` option. Configuring `:endpoint` is normally reserved for connecting to test or custom endpoints. The endpoint should be a URI formatted like:

    'http://example.com'
'https://example.com'
'http://example.com:123'
  • :endpoint_cache_max_entries (Integer) — default: 1000 —

    Used for the maximum size limit of the LRU cache storing endpoints data for endpoint discovery enabled operations. Defaults to 1000.

  • :endpoint_cache_max_threads (Integer) — default: 10 —

    Used for the maximum threads in use for polling endpoints to be cached, defaults to 10.

  • :endpoint_cache_poll_interval (Integer) — default: 60 —

    When :endpoint_discovery and :active_endpoint_cache is enabled, Use this option to config the time interval in seconds for making requests fetching endpoints information. Defaults to 60 sec.

  • :endpoint_discovery (Boolean) — default: false —

    When set to ‘true`, endpoint discovery will be enabled for operations when available.

  • :ignore_configured_endpoint_urls (Boolean) —

    Setting to true disables use of endpoint URLs provided via environment variables and the shared configuration file.

  • :log_formatter (Aws::Log::Formatter) — default: Aws::Log::Formatter.default —

    The log formatter.

  • :log_level (Symbol) — default: :info —

    The log level to send messages to the ‘:logger` at.

  • :logger (Logger) —

    The Logger instance to send log messages to. If this option is not set, logging will be disabled.

  • :max_attempts (Integer) — default: 3 —

    An integer representing the maximum number attempts that will be made for a single request, including the initial attempt. For example, setting this value to 5 will result in a request being retried up to 4 times. Used in ‘standard` and `adaptive` retry modes.

  • :profile (String) — default: "default" —

    Used when loading credentials from the shared credentials file at HOME/.aws/credentials. When not specified, ‘default’ is used.

  • :request_min_compression_size_bytes (Integer) — default: 10240 —

    The minimum size in bytes that triggers compression for request bodies. The value must be non-negative integer value between 0 and 10485780 bytes inclusive.

  • :retry_backoff (Proc) —

    A proc or lambda used for backoff. Defaults to 2**retries * retry_base_delay. This option is only used in the ‘legacy` retry mode.

  • :retry_base_delay (Float) — default: 0.3 —

    The base delay in seconds used by the default backoff function. This option is only used in the ‘legacy` retry mode.

  • :retry_jitter (Symbol) — default: :none —

    A delay randomiser function used by the default backoff function. Some predefined functions can be referenced by name - :none, :equal, :full, otherwise a Proc that takes and returns a number. This option is only used in the ‘legacy` retry mode.

    @see www.awsarchitectureblog.com/2015/03/backoff.html

  • :retry_limit (Integer) — default: 3 —

    The maximum number of times to retry failed requests. Only ~ 500 level server errors and certain ~ 400 level client errors are retried. Generally, these are throttling errors, data checksum errors, networking errors, timeout errors, auth errors, endpoint discovery, and errors from expired credentials. This option is only used in the ‘legacy` retry mode.

  • :retry_max_delay (Integer) — default: 0 —

    The maximum number of seconds to delay between retries (0 for no limit) used by the default backoff function. This option is only used in the ‘legacy` retry mode.

  • :retry_mode (String) — default: "legacy" —

    Specifies which retry algorithm to use. Values are:

    • ‘legacy` - The pre-existing retry behavior. This is default value if no retry mode is provided.

    • ‘standard` - A standardized set of retry rules across the AWS SDKs. This includes support for retry quotas, which limit the number of unsuccessful retries a client can make.

    • ‘adaptive` - An experimental retry mode that includes all the functionality of `standard` mode along with automatic client side throttling. This is a provisional mode that may change behavior in the future.

  • :sdk_ua_app_id (String) —

    A unique and opaque application ID that is appended to the User-Agent header as app/<sdk_ua_app_id>. It should have a maximum length of 50.

  • :secret_access_key (String)
  • :session_token (String)
  • :stub_responses (Boolean) — default: false —

    Causes the client to return stubbed responses. By default fake responses are generated and returned. You can specify the response data to return or errors to raise by calling ClientStubs#stub_responses. See ClientStubs for more information.

    ** Please note ** When response stubbing is enabled, no HTTP requests are made, and retries are disabled.

  • :token_provider (Aws::TokenProvider) —

    A Bearer Token Provider. This can be an instance of any one of the following classes:

    • ‘Aws::StaticTokenProvider` - Used for configuring static, non-refreshing tokens.

    • ‘Aws::SSOTokenProvider` - Used for loading tokens from AWS SSO using an access token generated from `aws login`.

    When ‘:token_provider` is not configured directly, the `Aws::TokenProviderChain` will be used to search for tokens configured for your profile in shared configuration files.

  • :use_dualstack_endpoint (Boolean) —

    When set to ‘true`, dualstack enabled endpoints (with `.aws` TLD) will be used if available.

  • :use_fips_endpoint (Boolean) —

    When set to ‘true`, fips compatible endpoints will be used if available. When a `fips` region is used, the region is normalized and this config is set to `true`.

  • :validate_params (Boolean) — default: true —

    When ‘true`, request parameters are validated before sending the request.

  • :endpoint_provider (Aws::SageMakerFeatureStoreRuntime::EndpointProvider) —

    The endpoint provider used to resolve endpoints. Any object that responds to ‘#resolve_endpoint(parameters)` where `parameters` is a Struct similar to `Aws::SageMakerFeatureStoreRuntime::EndpointParameters`

  • :http_continue_timeout (Float) — default: 1 —

    The number of seconds to wait for a 100-continue response before sending the request body. This option has no effect unless the request has “Expect” header set to “100-continue”. Defaults to ‘nil` which disables this behaviour. This value can safely be set per request on the session.

  • :http_idle_timeout (Float) — default: 5 —

    The number of seconds a connection is allowed to sit idle before it is considered stale. Stale connections are closed and removed from the pool before making a request.

  • :http_open_timeout (Float) — default: 15 —

    The default number of seconds to wait for response data. This value can safely be set per-request on the session.

  • :http_proxy (URI::HTTP, String) —

    A proxy to send requests through. Formatted like ‘proxy.com:123’.

  • :http_read_timeout (Float) — default: 60 —

    The default number of seconds to wait for response data. This value can safely be set per-request on the session.

  • :http_wire_trace (Boolean) — default: false —

    When ‘true`, HTTP debug output will be sent to the `:logger`.

  • :on_chunk_received (Proc) —

    When a Proc object is provided, it will be used as callback when each chunk of the response body is received. It provides three arguments: the chunk, the number of bytes received, and the total number of bytes in the response (or nil if the server did not send a ‘content-length`).

  • :on_chunk_sent (Proc) —

    When a Proc object is provided, it will be used as callback when each chunk of the request body is sent. It provides three arguments: the chunk, the number of bytes read from the body, and the total number of bytes in the body.

  • :raise_response_errors (Boolean) — default: true —

    When ‘true`, response errors are raised.

  • :ssl_ca_bundle (String) —

    Full path to the SSL certificate authority bundle file that should be used when verifying peer certificates. If you do not pass ‘:ssl_ca_bundle` or `:ssl_ca_directory` the the system default will be used if available.

  • :ssl_ca_directory (String) —

    Full path of the directory that contains the unbundled SSL certificate authority files for verifying peer certificates. If you do not pass ‘:ssl_ca_bundle` or `:ssl_ca_directory` the the system default will be used if available.

  • :ssl_ca_store (String) —

    Sets the X509::Store to verify peer certificate.

  • :ssl_timeout (Float) —

    Sets the SSL timeout in seconds

  • :ssl_verify_peer (Boolean) — default: true —

    When ‘true`, SSL peer certificates are verified when establishing a connection.



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# File 'lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb', line 409

def initialize(*args)
  super
end

Class Attribute Details

.identifier ⇒ Object (readonly)

This method is part of a private API. You should avoid using this method if possible, as it may be removed or be changed in the future. 



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# File 'lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb', line 713

def identifier
  @identifier
end

Class Method Details

.errors_module ⇒ Object

This method is part of a private API. You should avoid using this method if possible, as it may be removed or be changed in the future. 



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# File 'lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb', line 716

def errors_module
  Errors
end

Instance Method Details

#batch_get_record(params = {}) ⇒ Types::BatchGetRecordResponse

Retrieves a batch of ‘Records` from a `FeatureGroup`.

Examples:

Request syntax with placeholder values


resp = client.batch_get_record({
  identifiers: [ # required
    {
      feature_group_name: "FeatureGroupNameOrArn", # required
      record_identifiers_value_as_string: ["ValueAsString"], # required
      feature_names: ["FeatureName"],
    },
  ],
  expiration_time_response: "Enabled", # accepts Enabled, Disabled
})

Response structure


resp.records #=> Array
resp.records[0].feature_group_name #=> String
resp.records[0].record_identifier_value_as_string #=> String
resp.records[0].record #=> Array
resp.records[0].record[0].feature_name #=> String
resp.records[0].record[0].value_as_string #=> String
resp.records[0].record[0].value_as_string_list #=> Array
resp.records[0].record[0].value_as_string_list[0] #=> String
resp.records[0].expires_at #=> String
resp.errors #=> Array
resp.errors[0].feature_group_name #=> String
resp.errors[0].record_identifier_value_as_string #=> String
resp.errors[0].error_code #=> String
resp.errors[0].error_message #=> String
resp.unprocessed_identifiers #=> Array
resp.unprocessed_identifiers[0].feature_group_name #=> String
resp.unprocessed_identifiers[0].record_identifiers_value_as_string #=> Array
resp.unprocessed_identifiers[0].record_identifiers_value_as_string[0] #=> String
resp.unprocessed_identifiers[0].feature_names #=> Array
resp.unprocessed_identifiers[0].feature_names[0] #=> String

Parameters:

  • params (Hash) (defaults to: {}) —

    ({})

Options Hash (params):

  • :identifiers (required, Array<Types::BatchGetRecordIdentifier>) —

    A list containing the name or Amazon Resource Name (ARN) of the ‘FeatureGroup`, the list of names of `Feature`s to be retrieved, and the corresponding `RecordIdentifier` values as strings.

  • :expiration_time_response (String) —

    Parameter to request ‘ExpiresAt` in response. If `Enabled`, `BatchGetRecord` will return the value of `ExpiresAt`, if it is not null. If `Disabled` and null, `BatchGetRecord` will return null.

Returns:

See Also:



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# File 'lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb', line 473

def batch_get_record(params = {}, options = {})
  req = build_request(:batch_get_record, params)
  req.send_request(options)
end

#build_request(operation_name, params = {}) ⇒ Object

This method is part of a private API. You should avoid using this method if possible, as it may be removed or be changed in the future.

Parameters:

  • params ({}) (defaults to: {}) 


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# File 'lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb', line 691

def build_request(operation_name, params = {})
  handlers = @handlers.for(operation_name)
  context = Seahorse::Client::RequestContext.new(
    operation_name: operation_name,
    operation: config.api.operation(operation_name),
    client: self,
    params: params,
    config: config)
  context[:gem_name] = 'aws-sdk-sagemakerfeaturestoreruntime'
  context[:gem_version] = '1.30.0'
  Seahorse::Client::Request.new(handlers, context)
end

#delete_record(params = {}) ⇒ Struct

Deletes a ‘Record` from a `FeatureGroup` in the `OnlineStore`. Feature Store supports both `SoftDelete` and `HardDelete`. For `SoftDelete` (default), feature columns are set to `null` and the record is no longer retrievable by `GetRecord` or `BatchGetRecord`. For `HardDelete`, the complete `Record` is removed from the `OnlineStore`. In both cases, Feature Store appends the deleted record marker to the `OfflineStore`. The deleted record marker is a record with the same `RecordIdentifer` as the original, but with `is_deleted` value set to `True`, `EventTime` set to the delete input `EventTime`, and other feature values set to `null`.

Note that the ‘EventTime` specified in `DeleteRecord` should be set later than the `EventTime` of the existing record in the `OnlineStore` for that `RecordIdentifer`. If it is not, the deletion does not occur:

  • For ‘SoftDelete`, the existing (not deleted) record remains in the `OnlineStore`, though the delete record marker is still written to the `OfflineStore`.

  • ‘HardDelete` returns `EventTime`: `400 ValidationException` to indicate that the delete operation failed. No delete record marker is written to the `OfflineStore`.

When a record is deleted from the ‘OnlineStore`, the deleted record marker is appended to the `OfflineStore`. If you have the Iceberg table format enabled for your `OfflineStore`, you can remove all history of a record from the `OfflineStore` using Amazon Athena or Apache Spark. For information on how to hard delete a record from the `OfflineStore` with the Iceberg table format enabled, see [Delete records from the offline store].

[1]: docs.aws.amazon.com/sagemaker/latest/dg/feature-store-delete-records-offline-store.html#feature-store-delete-records-offline-store

Examples:

Request syntax with placeholder values


resp = client.delete_record({
  feature_group_name: "FeatureGroupNameOrArn", # required
  record_identifier_value_as_string: "ValueAsString", # required
  event_time: "ValueAsString", # required
  target_stores: ["OnlineStore"], # accepts OnlineStore, OfflineStore
  deletion_mode: "SoftDelete", # accepts SoftDelete, HardDelete
})

Parameters:

  • params (Hash) (defaults to: {}) —

    ({})

Options Hash (params):

  • :feature_group_name (required, String) —

    The name or Amazon Resource Name (ARN) of the feature group to delete the record from.

  • :record_identifier_value_as_string (required, String) —

    The value for the ‘RecordIdentifier` that uniquely identifies the record, in string format.

  • :event_time (required, String) —

    Timestamp indicating when the deletion event occurred. ‘EventTime` can be used to query data at a certain point in time.

  • :target_stores (Array<String>) —

    A list of stores from which you’re deleting the record. By default, Feature Store deletes the record from all of the stores that you’re using for the ‘FeatureGroup`.

  • :deletion_mode (String) —

    The name of the deletion mode for deleting the record. By default, the deletion mode is set to ‘SoftDelete`.

Returns:

  • (Struct) —

    Returns an empty response.

See Also:



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# File 'lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb', line 550

def delete_record(params = {}, options = {})
  req = build_request(:delete_record, params)
  req.send_request(options)
end

#get_record(params = {}) ⇒ Types::GetRecordResponse

Use for ‘OnlineStore` serving from a `FeatureStore`. Only the latest records stored in the `OnlineStore` can be retrieved. If no Record with `RecordIdentifierValue` is found, then an empty result is returned.

Examples:

Request syntax with placeholder values


resp = client.get_record({
  feature_group_name: "FeatureGroupNameOrArn", # required
  record_identifier_value_as_string: "ValueAsString", # required
  feature_names: ["FeatureName"],
  expiration_time_response: "Enabled", # accepts Enabled, Disabled
})

Response structure


resp.record #=> Array
resp.record[0].feature_name #=> String
resp.record[0].value_as_string #=> String
resp.record[0].value_as_string_list #=> Array
resp.record[0].value_as_string_list[0] #=> String
resp.expires_at #=> String

Parameters:

  • params (Hash) (defaults to: {}) —

    ({})

Options Hash (params):

  • :feature_group_name (required, String) —

    The name or Amazon Resource Name (ARN) of the feature group from which you want to retrieve a record.

  • :record_identifier_value_as_string (required, String) —

    The value that corresponds to ‘RecordIdentifier` type and uniquely identifies the record in the `FeatureGroup`.

  • :feature_names (Array<String>) —

    List of names of Features to be retrieved. If not specified, the latest value for all the Features are returned.

  • :expiration_time_response (String) —

    Parameter to request ‘ExpiresAt` in response. If `Enabled`, `GetRecord` will return the value of `ExpiresAt`, if it is not null. If `Disabled` and null, `GetRecord` will return null.

Returns:

See Also:



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# File 'lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb', line 604

def get_record(params = {}, options = {})
  req = build_request(:get_record, params)
  req.send_request(options)
end

#put_record(params = {}) ⇒ Struct

The ‘PutRecord` API is used to ingest a list of `Records` into your feature group.

If a new record’s ‘EventTime` is greater, the new record is written to both the `OnlineStore` and `OfflineStore`. Otherwise, the record is a historic record and it is written only to the `OfflineStore`.

You can specify the ingestion to be applied to the ‘OnlineStore`, `OfflineStore`, or both by using the `TargetStores` request parameter.

You can set the ingested record to expire at a given time to live (TTL) duration after the record’s event time, ‘ExpiresAt` = `EventTime` + `TtlDuration`, by specifying the `TtlDuration` parameter. A record level `TtlDuration` is set when specifying the `TtlDuration` parameter using the `PutRecord` API call. If the input `TtlDuration` is `null` or unspecified, `TtlDuration` is set to the default feature group level `TtlDuration`. A record level `TtlDuration` supersedes the group level `TtlDuration`.

Examples:

Request syntax with placeholder values


resp = client.put_record({
  feature_group_name: "FeatureGroupNameOrArn", # required
  record: [ # required
    {
      feature_name: "FeatureName", # required
      value_as_string: "ValueAsString",
      value_as_string_list: ["ValueAsString"],
    },
  ],
  target_stores: ["OnlineStore"], # accepts OnlineStore, OfflineStore
  ttl_duration: {
    unit: "Seconds", # required, accepts Seconds, Minutes, Hours, Days, Weeks
    value: 1, # required
  },
})

Parameters:

  • params (Hash) (defaults to: {}) —

    ({})

Options Hash (params):

  • :feature_group_name (required, String) —

    The name or Amazon Resource Name (ARN) of the feature group that you want to insert the record into.

  • :record (required, Array<Types::FeatureValue>) —

    List of FeatureValues to be inserted. This will be a full over-write. If you only want to update few of the feature values, do the following:

    • Use ‘GetRecord` to retrieve the latest record.

    • Update the record returned from ‘GetRecord`.

    • Use ‘PutRecord` to update feature values.

  • :target_stores (Array<String>) —

    A list of stores to which you’re adding the record. By default, Feature Store adds the record to all of the stores that you’re using for the ‘FeatureGroup`.

  • :ttl_duration (Types::TtlDuration) —

    Time to live duration, where the record is hard deleted after the expiration time is reached; ‘ExpiresAt` = `EventTime` + `TtlDuration`. For information on HardDelete, see the [DeleteRecord] API in the Amazon SageMaker API Reference guide.

    [1]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_feature_store_DeleteRecord.html

Returns:

  • (Struct) —

    Returns an empty response.

See Also:



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# File 'lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb', line 682

def put_record(params = {}, options = {})
  req = build_request(:put_record, params)
  req.send_request(options)
end

#waiter_names ⇒ Object

This method is part of a private API. You should avoid using this method if possible, as it may be removed or be changed in the future.

Deprecated. 


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# File 'lib/aws-sdk-sagemakerfeaturestoreruntime/client.rb', line 706

def waiter_names
  []
end