Class: Aws::BedrockAgentRuntime::Client

Inherits:
Seahorse::Client::Base show all
Includes:
ClientStubs
Defined in:
gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb

Overview

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

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

For details on configuring region and credentials see the developer guide.

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

Instance Attribute Summary

Attributes inherited from Seahorse::Client::Base

#config, #handlers

API Operations collapse

Instance Method Summary collapse

Methods included from ClientStubs

#api_requests, #stub_data, #stub_responses

Methods inherited from Seahorse::Client::Base

add_plugin, api, clear_plugins, define, new, #operation_names, plugins, remove_plugin, set_api, set_plugins

Methods included from Seahorse::Client::HandlerBuilder

#handle, #handle_request, #handle_response

Constructor Details

#initialize(options) ⇒ Client

Returns a new instance of Client.

Parameters:

  • options (Hash)

Options Hash (options):

  • :plugins (Array<Seahorse::Client::Plugin>) — default: []]

    A list of plugins to apply to the client. Each plugin is either a class name or an instance of a plugin class.

  • :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[:credentials]
    • The :access_key_id, :secret_access_key, :session_token, and :account_id options.
    • ENV['AWS_ACCESS_KEY_ID'], ENV['AWS_SECRET_ACCESS_KEY'], ENV['AWS_SESSION_TOKEN'], and ENV['AWS_ACCOUNT_ID']
    • ~/.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::InstanceProfileCredentials or Aws::ECSCredentials to enable retries and extended timeouts. Instance profile credential fetching can be disabled by setting ENV['AWS_EC2_METADATA_DISABLED'] 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:

    • Aws.config[:region]
    • ENV['AWS_REGION']
    • ENV['AMAZON_REGION']
    • ENV['AWS_DEFAULT_REGION']
    • ~/.aws/credentials
    • ~/.aws/config
  • :access_key_id (String)
  • :account_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.

  • :event_stream_handler (Proc)

    When an EventStream or Proc object is provided, it will be used as callback for each chunk of event stream response received along the way.

  • :ignore_configured_endpoint_urls (Boolean)

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

  • :input_event_stream_handler (Proc)

    When an EventStream or Proc object is provided, it can be used for sending events for the event stream.

  • :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.

  • :output_event_stream_handler (Proc)

    When an EventStream or Proc object is provided, it will be used as callback for each chunk of event stream response received along the way.

  • :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 https://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. This variable is sourced from environment variable AWS_SDK_UA_APP_ID or the shared config profile attribute sdk_ua_app_id.

  • :secret_access_key (String)
  • :session_token (String)
  • :sigv4a_signing_region_set (Array)

    A list of regions that should be signed with SigV4a signing. When not passed, a default :sigv4a_signing_region_set is searched for in the following locations:

    • Aws.config[:sigv4a_signing_region_set]
    • ENV['AWS_SIGV4A_SIGNING_REGION_SET']
    • ~/.aws/config
  • :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.

  • :telemetry_provider (Aws::Telemetry::TelemetryProviderBase) — default: Aws::Telemetry::NoOpTelemetryProvider

    Allows you to provide a telemetry provider, which is used to emit telemetry data. By default, uses NoOpTelemetryProvider which will not record or emit any telemetry data. The SDK supports the following telemetry providers:

    • OpenTelemetry (OTel) - To use the OTel provider, install and require the opentelemetry-sdk gem and then, pass in an instance of a Aws::Telemetry::OTelProvider for telemetry provider.
  • :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::BedrockAgentRuntime::EndpointProvider)

    The endpoint provider used to resolve endpoints. Any object that responds to #resolve_endpoint(parameters) where parameters is a Struct similar to Aws::BedrockAgentRuntime::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 'http://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_cert (OpenSSL::X509::Certificate)

    Sets a client certificate when creating http connections.

  • :ssl_key (OpenSSL::PKey)

    Sets a client key when creating http connections.

  • :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 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 455

def initialize(*args)
  super
end

Instance Method Details

#delete_agent_memory(params = {}) ⇒ Struct

Deletes memory from the specified memory identifier.

Examples:

Request syntax with placeholder values


resp = client.delete_agent_memory({
  agent_alias_id: "AgentAliasId", # required
  agent_id: "AgentId", # required
  memory_id: "MemoryId",
})

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :agent_alias_id (required, String)

    The unique identifier of an alias of an agent.

  • :agent_id (required, String)

    The unique identifier of the agent to which the alias belongs.

  • :memory_id (String)

    The unique identifier of the memory.

Returns:

  • (Struct)

    Returns an empty response.

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 486

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

#generate_query(params = {}) ⇒ Types::GenerateQueryResponse

Generates an SQL query from a natural language query. For more information, see Generate a query for structured data in the Amazon Bedrock User Guide.

Examples:

Request syntax with placeholder values


resp = client.generate_query({
  query_generation_input: { # required
    text: "QueryGenerationInputTextString", # required
    type: "TEXT", # required, accepts TEXT
  },
  transformation_configuration: { # required
    mode: "TEXT_TO_SQL", # required, accepts TEXT_TO_SQL
    text_to_sql_configuration: {
      knowledge_base_configuration: {
        knowledge_base_arn: "KnowledgeBaseArn", # required
      },
      type: "KNOWLEDGE_BASE", # required, accepts KNOWLEDGE_BASE
    },
  },
})

Response structure


resp.queries #=> Array
resp.queries[0].sql #=> String
resp.queries[0].type #=> String, one of "REDSHIFT_SQL"

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :query_generation_input (required, Types::QueryGenerationInput)

    Specifies information about a natural language query to transform into SQL.

  • :transformation_configuration (required, Types::TransformationConfiguration)

    Specifies configurations for transforming the natural language query into SQL.

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 539

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

#get_agent_memory(params = {}) ⇒ Types::GetAgentMemoryResponse

Gets the sessions stored in the memory of the agent.

The returned response is a pageable response and is Enumerable. For details on usage see PageableResponse.

Examples:

Request syntax with placeholder values


resp = client.get_agent_memory({
  agent_alias_id: "AgentAliasId", # required
  agent_id: "AgentId", # required
  max_items: 1,
  memory_id: "MemoryId", # required
  memory_type: "SESSION_SUMMARY", # required, accepts SESSION_SUMMARY
  next_token: "NextToken",
})

Response structure


resp.memory_contents #=> Array
resp.memory_contents[0].session_summary.memory_id #=> String
resp.memory_contents[0].session_summary.session_expiry_time #=> Time
resp.memory_contents[0].session_summary.session_id #=> String
resp.memory_contents[0].session_summary.session_start_time #=> Time
resp.memory_contents[0].session_summary.summary_text #=> String
resp.next_token #=> String

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :agent_alias_id (required, String)

    The unique identifier of an alias of an agent.

  • :agent_id (required, String)

    The unique identifier of the agent to which the alias belongs.

  • :max_items (Integer)

    The maximum number of items to return in the response. If the total number of results is greater than this value, use the token returned in the response in the nextToken field when making another request to return the next batch of results.

  • :memory_id (required, String)

    The unique identifier of the memory.

  • :memory_type (required, String)

    The type of memory.

  • :next_token (String)

    If the total number of results is greater than the maxItems value provided in the request, enter the token returned in the nextToken field in the response in this field to return the next batch of results.

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 602

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

#invoke_agent(params = {}) ⇒ Types::InvokeAgentResponse

The CLI doesn't support streaming operations in Amazon Bedrock, including InvokeAgent.

Sends a prompt for the agent to process and respond to. Note the following fields for the request:

  • To continue the same conversation with an agent, use the same sessionId value in the request.

  • To activate trace enablement, turn enableTrace to true. Trace enablement helps you follow the agent's reasoning process that led it to the information it processed, the actions it took, and the final result it yielded. For more information, see Trace enablement.

  • End a conversation by setting endSession to true.

  • In the sessionState object, you can include attributes for the session or prompt or, if you configured an action group to return control, results from invocation of the action group.

The response is returned in the bytes field of the chunk object.

  • The attribution object contains citations for parts of the response.

  • If you set enableTrace to true in the request, you can trace the agent's steps and reasoning process that led it to the response.

  • If the action predicted was configured to return control, the response returns parameters for the action, elicited from the user, in the returnControl field.

  • Errors are also surfaced in the response.

Examples:

EventStream Operation Example


You can process the event once it arrives immediately, or wait until the
full response is complete and iterate through the eventstream enumerator.

To interact with event immediately, you need to register #invoke_agent
with callbacks. Callbacks can be registered for specific events or for all
events, including error events.

Callbacks can be passed into the `:event_stream_handler` option or within a
block statement attached to the #invoke_agent call directly. Hybrid
pattern of both is also supported.

`:event_stream_handler` option takes in either a Proc object or
Aws::BedrockAgentRuntime::EventStreams::ResponseStream object.

Usage pattern a): Callbacks with a block attached to #invoke_agent
  Example for registering callbacks for all event types and an error event

  client.invoke_agent( # params input# ) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end

    stream.on_event do |event|
      # process all events arrive
      puts event.event_type
      ...
    end

  end

Usage pattern b): Pass in `:event_stream_handler` for #invoke_agent

  1) Create a Aws::BedrockAgentRuntime::EventStreams::ResponseStream object
  Example for registering callbacks with specific events

    handler = Aws::BedrockAgentRuntime::EventStreams::ResponseStream.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_chunk_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::chunk
    end
    handler.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_files_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::files
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    handler.on_return_control_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::returnControl
    end
    handler.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_trace_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::trace
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.invoke_agent( # params input #, event_stream_handler: handler)

  2) Use a Ruby Proc object
  Example for registering callbacks with specific events

  handler = Proc.new do |stream|
    stream.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    stream.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    stream.on_chunk_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::chunk
    end
    stream.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    stream.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    stream.on_files_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::files
    end
    stream.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    stream.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    stream.on_return_control_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::returnControl
    end
    stream.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    stream.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    stream.on_trace_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::trace
    end
    stream.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end
  end

  client.invoke_agent( # params input #, event_stream_handler: handler)

Usage pattern c): Hybrid pattern of a) and b)

    handler = Aws::BedrockAgentRuntime::EventStreams::ResponseStream.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_chunk_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::chunk
    end
    handler.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_files_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::files
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    handler.on_return_control_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::returnControl
    end
    handler.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_trace_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::trace
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.invoke_agent( # params input #, event_stream_handler: handler) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end
  end

You can also iterate through events after the response complete.

Events are available at resp.completion # => Enumerator
For parameter input example, please refer to following request syntax

Request syntax with placeholder values


resp = client.invoke_agent({
  agent_alias_id: "AgentAliasId", # required
  agent_id: "AgentId", # required
  enable_trace: false,
  end_session: false,
  input_text: "InputText",
  memory_id: "MemoryId",
  session_id: "SessionId", # required
  session_state: {
    conversation_history: {
      messages: [
        {
          content: [ # required
            {
              text: "String",
            },
          ],
          role: "user", # required, accepts user, assistant
        },
      ],
    },
    files: [
      {
        name: "String", # required
        source: { # required
          byte_content: {
            data: "data", # required
            media_type: "MimeType", # required
          },
          s3_location: {
            uri: "S3Uri", # required
          },
          source_type: "S3", # required, accepts S3, BYTE_CONTENT
        },
        use_case: "CODE_INTERPRETER", # required, accepts CODE_INTERPRETER, CHAT
      },
    ],
    invocation_id: "String",
    knowledge_base_configurations: [
      {
        knowledge_base_id: "KnowledgeBaseId", # required
        retrieval_configuration: { # required
          vector_search_configuration: { # required
            filter: {
              and_all: [
                {
                  # recursive RetrievalFilter
                },
              ],
              equals: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              greater_than: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              greater_than_or_equals: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              in: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              less_than: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              less_than_or_equals: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              list_contains: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              not_equals: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              not_in: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              or_all: [
                {
                  # recursive RetrievalFilter
                },
              ],
              starts_with: {
                key: "FilterKey", # required
                value: { # required
                },
              },
              string_contains: {
                key: "FilterKey", # required
                value: { # required
                },
              },
            },
            implicit_filter_configuration: {
              metadata_attributes: [ # required
                {
                  description: "MetadataAttributeSchemaDescriptionString", # required
                  key: "MetadataAttributeSchemaKeyString", # required
                  type: "STRING", # required, accepts STRING, NUMBER, BOOLEAN, STRING_LIST
                },
              ],
              model_arn: "BedrockModelArn", # required
            },
            number_of_results: 1,
            override_search_type: "HYBRID", # accepts HYBRID, SEMANTIC
            reranking_configuration: {
              bedrock_reranking_configuration: {
                metadata_configuration: {
                  selection_mode: "SELECTIVE", # required, accepts SELECTIVE, ALL
                  selective_mode_configuration: {
                    fields_to_exclude: [
                      {
                        field_name: "FieldForRerankingFieldNameString", # required
                      },
                    ],
                    fields_to_include: [
                      {
                        field_name: "FieldForRerankingFieldNameString", # required
                      },
                    ],
                  },
                },
                model_configuration: { # required
                  additional_model_request_fields: {
                    "AdditionalModelRequestFieldsKey" => {
                    },
                  },
                  model_arn: "BedrockRerankingModelArn", # required
                },
                number_of_reranked_results: 1,
              },
              type: "BEDROCK_RERANKING_MODEL", # required, accepts BEDROCK_RERANKING_MODEL
            },
          },
        },
      },
    ],
    prompt_session_attributes: {
      "String" => "String",
    },
    return_control_invocation_results: [
      {
        api_result: {
          action_group: "String", # required
          agent_id: "String",
          api_path: "ApiPath",
          confirmation_state: "CONFIRM", # accepts CONFIRM, DENY
          http_method: "String",
          http_status_code: 1,
          response_body: {
            "String" => {
              body: "String",
            },
          },
          response_state: "FAILURE", # accepts FAILURE, REPROMPT
        },
        function_result: {
          action_group: "String", # required
          agent_id: "String",
          confirmation_state: "CONFIRM", # accepts CONFIRM, DENY
          function: "String",
          response_body: {
            "String" => {
              body: "String",
            },
          },
          response_state: "FAILURE", # accepts FAILURE, REPROMPT
        },
      },
    ],
    session_attributes: {
      "String" => "String",
    },
  },
  source_arn: "AWSResourceARN",
  streaming_configurations: {
    apply_guardrail_interval: 1,
    stream_final_response: false,
  },
})

Response structure


All events are available at resp.completion:
resp.completion #=> Enumerator
resp.completion.event_types #=> [:access_denied_exception, :bad_gateway_exception, :chunk, :conflict_exception, :dependency_failed_exception, :files, :internal_server_exception, :resource_not_found_exception, :return_control, :service_quota_exceeded_exception, :throttling_exception, :trace, :validation_exception]

For :access_denied_exception event available at #on_access_denied_exception_event callback and response eventstream enumerator:
event.message #=> String

For :bad_gateway_exception event available at #on_bad_gateway_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :chunk event available at #on_chunk_event callback and response eventstream enumerator:
event.attribution.citations #=> Array
event.attribution.citations[0].generated_response_part.text_response_part.span.end #=> Integer
event.attribution.citations[0].generated_response_part.text_response_part.span.start #=> Integer
event.attribution.citations[0].generated_response_part.text_response_part.text #=> String
event.attribution.citations[0].retrieved_references #=> Array
event.attribution.citations[0].retrieved_references[0].content.byte_content #=> String
event.attribution.citations[0].retrieved_references[0].content.row #=> Array
event.attribution.citations[0].retrieved_references[0].content.row[0].column_name #=> String
event.attribution.citations[0].retrieved_references[0].content.row[0].column_value #=> String
event.attribution.citations[0].retrieved_references[0].content.row[0].type #=> String, one of "BLOB", "BOOLEAN", "DOUBLE", "NULL", "LONG", "STRING"
event.attribution.citations[0].retrieved_references[0].content.text #=> String
event.attribution.citations[0].retrieved_references[0].content.type #=> String, one of "TEXT", "IMAGE", "ROW"
event.attribution.citations[0].retrieved_references[0].location.confluence_location.url #=> String
event.attribution.citations[0].retrieved_references[0].location.custom_document_location.id #=> String
event.attribution.citations[0].retrieved_references[0].location.kendra_document_location.uri #=> String
event.attribution.citations[0].retrieved_references[0].location.s3_location.uri #=> String
event.attribution.citations[0].retrieved_references[0].location.salesforce_location.url #=> String
event.attribution.citations[0].retrieved_references[0].location.share_point_location.url #=> String
event.attribution.citations[0].retrieved_references[0].location.sql_location.query #=> String
event.attribution.citations[0].retrieved_references[0].location.type #=> String, one of "S3", "WEB", "CONFLUENCE", "SALESFORCE", "SHAREPOINT", "CUSTOM", "KENDRA", "SQL"
event.attribution.citations[0].retrieved_references[0].location.web_location.url #=> String
event.attribution.citations[0].retrieved_references[0].metadata #=> Hash
event.bytes #=> String

For :conflict_exception event available at #on_conflict_exception_event callback and response eventstream enumerator:
event.message #=> String

For :dependency_failed_exception event available at #on_dependency_failed_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :files event available at #on_files_event callback and response eventstream enumerator:
event.files #=> Array
event.files[0].bytes #=> String
event.files[0].name #=> String
event.files[0].type #=> String

For :internal_server_exception event available at #on_internal_server_exception_event callback and response eventstream enumerator:
event.message #=> String

For :resource_not_found_exception event available at #on_resource_not_found_exception_event callback and response eventstream enumerator:
event.message #=> String

For :return_control event available at #on_return_control_event callback and response eventstream enumerator:
event.invocation_id #=> String
event.invocation_inputs #=> Array
event.invocation_inputs[0].api_invocation_input.action_group #=> String
event.invocation_inputs[0].api_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.invocation_inputs[0].api_invocation_input.agent_id #=> String
event.invocation_inputs[0].api_invocation_input.api_path #=> String
event.invocation_inputs[0].api_invocation_input.collaborator_name #=> String
event.invocation_inputs[0].api_invocation_input.http_method #=> String
event.invocation_inputs[0].api_invocation_input.parameters #=> Array
event.invocation_inputs[0].api_invocation_input.parameters[0].name #=> String
event.invocation_inputs[0].api_invocation_input.parameters[0].type #=> String
event.invocation_inputs[0].api_invocation_input.parameters[0].value #=> String
event.invocation_inputs[0].api_invocation_input.request_body.content #=> Hash
event.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties #=> Array
event.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].name #=> String
event.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].type #=> String
event.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].value #=> String
event.invocation_inputs[0].function_invocation_input.action_group #=> String
event.invocation_inputs[0].function_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.invocation_inputs[0].function_invocation_input.agent_id #=> String
event.invocation_inputs[0].function_invocation_input.collaborator_name #=> String
event.invocation_inputs[0].function_invocation_input.function #=> String
event.invocation_inputs[0].function_invocation_input.parameters #=> Array
event.invocation_inputs[0].function_invocation_input.parameters[0].name #=> String
event.invocation_inputs[0].function_invocation_input.parameters[0].type #=> String
event.invocation_inputs[0].function_invocation_input.parameters[0].value #=> String

For :service_quota_exceeded_exception event available at #on_service_quota_exceeded_exception_event callback and response eventstream enumerator:
event.message #=> String

For :throttling_exception event available at #on_throttling_exception_event callback and response eventstream enumerator:
event.message #=> String

For :trace event available at #on_trace_event callback and response eventstream enumerator:
event.agent_alias_id #=> String
event.agent_id #=> String
event.agent_version #=> String
event.caller_chain #=> Array
event.caller_chain[0].agent_alias_arn #=> String
event.collaborator_name #=> String
event.session_id #=> String
event.trace.custom_orchestration_trace.event.text #=> String
event.trace.custom_orchestration_trace.trace_id #=> String
event.trace.failure_trace.failure_reason #=> String
event.trace.failure_trace.trace_id #=> String
event.trace.guardrail_trace.action #=> String, one of "INTERVENED", "NONE"
event.trace.guardrail_trace.input_assessments #=> Array
event.trace.guardrail_trace.input_assessments[0].content_policy.filters #=> Array
event.trace.guardrail_trace.input_assessments[0].content_policy.filters[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.input_assessments[0].content_policy.filters[0].confidence #=> String, one of "NONE", "LOW", "MEDIUM", "HIGH"
event.trace.guardrail_trace.input_assessments[0].content_policy.filters[0].type #=> String, one of "INSULTS", "HATE", "SEXUAL", "VIOLENCE", "MISCONDUCT", "PROMPT_ATTACK"
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.pii_entities #=> Array
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.pii_entities[0].action #=> String, one of "BLOCKED", "ANONYMIZED"
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.pii_entities[0].match #=> String
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.pii_entities[0].type #=> String, one of "ADDRESS", "AGE", "AWS_ACCESS_KEY", "AWS_SECRET_KEY", "CA_HEALTH_NUMBER", "CA_SOCIAL_INSURANCE_NUMBER", "CREDIT_DEBIT_CARD_CVV", "CREDIT_DEBIT_CARD_EXPIRY", "CREDIT_DEBIT_CARD_NUMBER", "DRIVER_ID", "EMAIL", "INTERNATIONAL_BANK_ACCOUNT_NUMBER", "IP_ADDRESS", "LICENSE_PLATE", "MAC_ADDRESS", "NAME", "PASSWORD", "PHONE", "PIN", "SWIFT_CODE", "UK_NATIONAL_HEALTH_SERVICE_NUMBER", "UK_NATIONAL_INSURANCE_NUMBER", "UK_UNIQUE_TAXPAYER_REFERENCE_NUMBER", "URL", "USERNAME", "US_BANK_ACCOUNT_NUMBER", "US_BANK_ROUTING_NUMBER", "US_INDIVIDUAL_TAX_IDENTIFICATION_NUMBER", "US_PASSPORT_NUMBER", "US_SOCIAL_SECURITY_NUMBER", "VEHICLE_IDENTIFICATION_NUMBER"
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes #=> Array
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes[0].action #=> String, one of "BLOCKED", "ANONYMIZED"
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes[0].match #=> String
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes[0].name #=> String
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes[0].regex #=> String
event.trace.guardrail_trace.input_assessments[0].topic_policy.topics #=> Array
event.trace.guardrail_trace.input_assessments[0].topic_policy.topics[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.input_assessments[0].topic_policy.topics[0].name #=> String
event.trace.guardrail_trace.input_assessments[0].topic_policy.topics[0].type #=> String, one of "DENY"
event.trace.guardrail_trace.input_assessments[0].word_policy.custom_words #=> Array
event.trace.guardrail_trace.input_assessments[0].word_policy.custom_words[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.input_assessments[0].word_policy.custom_words[0].match #=> String
event.trace.guardrail_trace.input_assessments[0].word_policy.managed_word_lists #=> Array
event.trace.guardrail_trace.input_assessments[0].word_policy.managed_word_lists[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.input_assessments[0].word_policy.managed_word_lists[0].match #=> String
event.trace.guardrail_trace.input_assessments[0].word_policy.managed_word_lists[0].type #=> String, one of "PROFANITY"
event.trace.guardrail_trace.output_assessments #=> Array
event.trace.guardrail_trace.output_assessments[0].content_policy.filters #=> Array
event.trace.guardrail_trace.output_assessments[0].content_policy.filters[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.output_assessments[0].content_policy.filters[0].confidence #=> String, one of "NONE", "LOW", "MEDIUM", "HIGH"
event.trace.guardrail_trace.output_assessments[0].content_policy.filters[0].type #=> String, one of "INSULTS", "HATE", "SEXUAL", "VIOLENCE", "MISCONDUCT", "PROMPT_ATTACK"
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.pii_entities #=> Array
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.pii_entities[0].action #=> String, one of "BLOCKED", "ANONYMIZED"
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.pii_entities[0].match #=> String
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.pii_entities[0].type #=> String, one of "ADDRESS", "AGE", "AWS_ACCESS_KEY", "AWS_SECRET_KEY", "CA_HEALTH_NUMBER", "CA_SOCIAL_INSURANCE_NUMBER", "CREDIT_DEBIT_CARD_CVV", "CREDIT_DEBIT_CARD_EXPIRY", "CREDIT_DEBIT_CARD_NUMBER", "DRIVER_ID", "EMAIL", "INTERNATIONAL_BANK_ACCOUNT_NUMBER", "IP_ADDRESS", "LICENSE_PLATE", "MAC_ADDRESS", "NAME", "PASSWORD", "PHONE", "PIN", "SWIFT_CODE", "UK_NATIONAL_HEALTH_SERVICE_NUMBER", "UK_NATIONAL_INSURANCE_NUMBER", "UK_UNIQUE_TAXPAYER_REFERENCE_NUMBER", "URL", "USERNAME", "US_BANK_ACCOUNT_NUMBER", "US_BANK_ROUTING_NUMBER", "US_INDIVIDUAL_TAX_IDENTIFICATION_NUMBER", "US_PASSPORT_NUMBER", "US_SOCIAL_SECURITY_NUMBER", "VEHICLE_IDENTIFICATION_NUMBER"
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes #=> Array
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes[0].action #=> String, one of "BLOCKED", "ANONYMIZED"
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes[0].match #=> String
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes[0].name #=> String
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes[0].regex #=> String
event.trace.guardrail_trace.output_assessments[0].topic_policy.topics #=> Array
event.trace.guardrail_trace.output_assessments[0].topic_policy.topics[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.output_assessments[0].topic_policy.topics[0].name #=> String
event.trace.guardrail_trace.output_assessments[0].topic_policy.topics[0].type #=> String, one of "DENY"
event.trace.guardrail_trace.output_assessments[0].word_policy.custom_words #=> Array
event.trace.guardrail_trace.output_assessments[0].word_policy.custom_words[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.output_assessments[0].word_policy.custom_words[0].match #=> String
event.trace.guardrail_trace.output_assessments[0].word_policy.managed_word_lists #=> Array
event.trace.guardrail_trace.output_assessments[0].word_policy.managed_word_lists[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.output_assessments[0].word_policy.managed_word_lists[0].match #=> String
event.trace.guardrail_trace.output_assessments[0].word_policy.managed_word_lists[0].type #=> String, one of "PROFANITY"
event.trace.guardrail_trace.trace_id #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.action_group_name #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.api_path #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.execution_type #=> String, one of "LAMBDA", "RETURN_CONTROL"
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.function #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.invocation_id #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.parameters #=> Array
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.parameters[0].name #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.parameters[0].type #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.parameters[0].value #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content #=> Hash
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content["String"] #=> Array
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].name #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].type #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].value #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.verb #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.agent_collaborator_alias_arn #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.agent_collaborator_name #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.invocation_id #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results #=> Array
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.action_group #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.agent_id #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.api_path #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.confirmation_state #=> String, one of "CONFIRM", "DENY"
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.http_method #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.http_status_code #=> Integer
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_body #=> Hash
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_body["String"].body #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_state #=> String, one of "FAILURE", "REPROMPT"
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.action_group #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.agent_id #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.confirmation_state #=> String, one of "CONFIRM", "DENY"
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.function #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_body #=> Hash
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_body["String"].body #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_state #=> String, one of "FAILURE", "REPROMPT"
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.text #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.type #=> String, one of "TEXT", "RETURN_CONTROL"
event.trace.orchestration_trace.invocation_input.code_interpreter_invocation_input.code #=> String
event.trace.orchestration_trace.invocation_input.code_interpreter_invocation_input.files #=> Array
event.trace.orchestration_trace.invocation_input.code_interpreter_invocation_input.files[0] #=> String
event.trace.orchestration_trace.invocation_input.invocation_type #=> String, one of "ACTION_GROUP", "KNOWLEDGE_BASE", "FINISH", "ACTION_GROUP_CODE_INTERPRETER", "AGENT_COLLABORATOR"
event.trace.orchestration_trace.invocation_input.knowledge_base_lookup_input.knowledge_base_id #=> String
event.trace.orchestration_trace.invocation_input.knowledge_base_lookup_input.text #=> String
event.trace.orchestration_trace.invocation_input.trace_id #=> String
event.trace.orchestration_trace.model_invocation_input.foundation_model #=> String
event.trace.orchestration_trace.model_invocation_input.inference_configuration.maximum_length #=> Integer
event.trace.orchestration_trace.model_invocation_input.inference_configuration.stop_sequences #=> Array
event.trace.orchestration_trace.model_invocation_input.inference_configuration.stop_sequences[0] #=> String
event.trace.orchestration_trace.model_invocation_input.inference_configuration.temperature #=> Float
event.trace.orchestration_trace.model_invocation_input.inference_configuration.top_k #=> Integer
event.trace.orchestration_trace.model_invocation_input.inference_configuration.top_p #=> Float
event.trace.orchestration_trace.model_invocation_input.override_lambda #=> String
event.trace.orchestration_trace.model_invocation_input.parser_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.orchestration_trace.model_invocation_input.prompt_creation_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.orchestration_trace.model_invocation_input.text #=> String
event.trace.orchestration_trace.model_invocation_input.trace_id #=> String
event.trace.orchestration_trace.model_invocation_input.type #=> String, one of "PRE_PROCESSING", "ORCHESTRATION", "KNOWLEDGE_BASE_RESPONSE_GENERATION", "POST_PROCESSING", "ROUTING_CLASSIFIER"
event.trace.orchestration_trace.model_invocation_output.metadata.usage.input_tokens #=> Integer
event.trace.orchestration_trace.model_invocation_output.metadata.usage.output_tokens #=> Integer
event.trace.orchestration_trace.model_invocation_output.raw_response.content #=> String
event.trace.orchestration_trace.model_invocation_output.trace_id #=> String
event.trace.orchestration_trace.observation.action_group_invocation_output.text #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.agent_collaborator_alias_arn #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.agent_collaborator_name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_id #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs #=> Array
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.action_group #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.agent_id #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.api_path #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.collaborator_name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.http_method #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters #=> Array
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].type #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].value #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content #=> Hash
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties #=> Array
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].type #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].value #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.action_group #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.agent_id #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.collaborator_name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.function #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters #=> Array
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].type #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].value #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.text #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.type #=> String, one of "TEXT", "RETURN_CONTROL"
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.execution_error #=> String
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.execution_output #=> String
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.execution_timeout #=> Boolean
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.files #=> Array
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.files[0] #=> String
event.trace.orchestration_trace.observation.final_response.text #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references #=> Array
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.byte_content #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row #=> Array
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].column_name #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].column_value #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].type #=> String, one of "BLOB", "BOOLEAN", "DOUBLE", "NULL", "LONG", "STRING"
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.text #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.type #=> String, one of "TEXT", "IMAGE", "ROW"
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.confluence_location.url #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.custom_document_location.id #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.kendra_document_location.uri #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.s3_location.uri #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.salesforce_location.url #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.share_point_location.url #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.sql_location.query #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.type #=> String, one of "S3", "WEB", "CONFLUENCE", "SALESFORCE", "SHAREPOINT", "CUSTOM", "KENDRA", "SQL"
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.web_location.url #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].metadata #=> Hash
event.trace.orchestration_trace.observation.reprompt_response.source #=> String, one of "ACTION_GROUP", "KNOWLEDGE_BASE", "PARSER"
event.trace.orchestration_trace.observation.reprompt_response.text #=> String
event.trace.orchestration_trace.observation.trace_id #=> String
event.trace.orchestration_trace.observation.type #=> String, one of "ACTION_GROUP", "AGENT_COLLABORATOR", "KNOWLEDGE_BASE", "FINISH", "ASK_USER", "REPROMPT"
event.trace.orchestration_trace.rationale.text #=> String
event.trace.orchestration_trace.rationale.trace_id #=> String
event.trace.post_processing_trace.model_invocation_input.foundation_model #=> String
event.trace.post_processing_trace.model_invocation_input.inference_configuration.maximum_length #=> Integer
event.trace.post_processing_trace.model_invocation_input.inference_configuration.stop_sequences #=> Array
event.trace.post_processing_trace.model_invocation_input.inference_configuration.stop_sequences[0] #=> String
event.trace.post_processing_trace.model_invocation_input.inference_configuration.temperature #=> Float
event.trace.post_processing_trace.model_invocation_input.inference_configuration.top_k #=> Integer
event.trace.post_processing_trace.model_invocation_input.inference_configuration.top_p #=> Float
event.trace.post_processing_trace.model_invocation_input.override_lambda #=> String
event.trace.post_processing_trace.model_invocation_input.parser_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.post_processing_trace.model_invocation_input.prompt_creation_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.post_processing_trace.model_invocation_input.text #=> String
event.trace.post_processing_trace.model_invocation_input.trace_id #=> String
event.trace.post_processing_trace.model_invocation_input.type #=> String, one of "PRE_PROCESSING", "ORCHESTRATION", "KNOWLEDGE_BASE_RESPONSE_GENERATION", "POST_PROCESSING", "ROUTING_CLASSIFIER"
event.trace.post_processing_trace.model_invocation_output.metadata.usage.input_tokens #=> Integer
event.trace.post_processing_trace.model_invocation_output.metadata.usage.output_tokens #=> Integer
event.trace.post_processing_trace.model_invocation_output.parsed_response.text #=> String
event.trace.post_processing_trace.model_invocation_output.raw_response.content #=> String
event.trace.post_processing_trace.model_invocation_output.trace_id #=> String
event.trace.pre_processing_trace.model_invocation_input.foundation_model #=> String
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.maximum_length #=> Integer
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.stop_sequences #=> Array
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.stop_sequences[0] #=> String
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.temperature #=> Float
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.top_k #=> Integer
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.top_p #=> Float
event.trace.pre_processing_trace.model_invocation_input.override_lambda #=> String
event.trace.pre_processing_trace.model_invocation_input.parser_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.pre_processing_trace.model_invocation_input.prompt_creation_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.pre_processing_trace.model_invocation_input.text #=> String
event.trace.pre_processing_trace.model_invocation_input.trace_id #=> String
event.trace.pre_processing_trace.model_invocation_input.type #=> String, one of "PRE_PROCESSING", "ORCHESTRATION", "KNOWLEDGE_BASE_RESPONSE_GENERATION", "POST_PROCESSING", "ROUTING_CLASSIFIER"
event.trace.pre_processing_trace.model_invocation_output.metadata.usage.input_tokens #=> Integer
event.trace.pre_processing_trace.model_invocation_output.metadata.usage.output_tokens #=> Integer
event.trace.pre_processing_trace.model_invocation_output.parsed_response.is_valid #=> Boolean
event.trace.pre_processing_trace.model_invocation_output.parsed_response.rationale #=> String
event.trace.pre_processing_trace.model_invocation_output.raw_response.content #=> String
event.trace.pre_processing_trace.model_invocation_output.trace_id #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.action_group_name #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.api_path #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.execution_type #=> String, one of "LAMBDA", "RETURN_CONTROL"
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.function #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.invocation_id #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.parameters #=> Array
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.parameters[0].name #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.parameters[0].type #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.parameters[0].value #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content #=> Hash
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content["String"] #=> Array
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].name #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].type #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].value #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.verb #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.agent_collaborator_alias_arn #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.agent_collaborator_name #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.invocation_id #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results #=> Array
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.action_group #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.agent_id #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.api_path #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.confirmation_state #=> String, one of "CONFIRM", "DENY"
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.http_method #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.http_status_code #=> Integer
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_body #=> Hash
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_body["String"].body #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_state #=> String, one of "FAILURE", "REPROMPT"
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.action_group #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.agent_id #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.confirmation_state #=> String, one of "CONFIRM", "DENY"
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.function #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_body #=> Hash
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_body["String"].body #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_state #=> String, one of "FAILURE", "REPROMPT"
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.text #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.type #=> String, one of "TEXT", "RETURN_CONTROL"
event.trace.routing_classifier_trace.invocation_input.code_interpreter_invocation_input.code #=> String
event.trace.routing_classifier_trace.invocation_input.code_interpreter_invocation_input.files #=> Array
event.trace.routing_classifier_trace.invocation_input.code_interpreter_invocation_input.files[0] #=> String
event.trace.routing_classifier_trace.invocation_input.invocation_type #=> String, one of "ACTION_GROUP", "KNOWLEDGE_BASE", "FINISH", "ACTION_GROUP_CODE_INTERPRETER", "AGENT_COLLABORATOR"
event.trace.routing_classifier_trace.invocation_input.knowledge_base_lookup_input.knowledge_base_id #=> String
event.trace.routing_classifier_trace.invocation_input.knowledge_base_lookup_input.text #=> String
event.trace.routing_classifier_trace.invocation_input.trace_id #=> String
event.trace.routing_classifier_trace.model_invocation_input.foundation_model #=> String
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.maximum_length #=> Integer
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.stop_sequences #=> Array
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.stop_sequences[0] #=> String
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.temperature #=> Float
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.top_k #=> Integer
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.top_p #=> Float
event.trace.routing_classifier_trace.model_invocation_input.override_lambda #=> String
event.trace.routing_classifier_trace.model_invocation_input.parser_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.routing_classifier_trace.model_invocation_input.prompt_creation_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.routing_classifier_trace.model_invocation_input.text #=> String
event.trace.routing_classifier_trace.model_invocation_input.trace_id #=> String
event.trace.routing_classifier_trace.model_invocation_input.type #=> String, one of "PRE_PROCESSING", "ORCHESTRATION", "KNOWLEDGE_BASE_RESPONSE_GENERATION", "POST_PROCESSING", "ROUTING_CLASSIFIER"
event.trace.routing_classifier_trace.model_invocation_output.metadata.usage.input_tokens #=> Integer
event.trace.routing_classifier_trace.model_invocation_output.metadata.usage.output_tokens #=> Integer
event.trace.routing_classifier_trace.model_invocation_output.raw_response.content #=> String
event.trace.routing_classifier_trace.model_invocation_output.trace_id #=> String
event.trace.routing_classifier_trace.observation.action_group_invocation_output.text #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.agent_collaborator_alias_arn #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.agent_collaborator_name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_id #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs #=> Array
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.action_group #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.agent_id #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.api_path #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.collaborator_name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.http_method #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters #=> Array
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].type #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].value #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content #=> Hash
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties #=> Array
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].type #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].value #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.action_group #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.agent_id #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.collaborator_name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.function #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters #=> Array
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].type #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].value #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.text #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.type #=> String, one of "TEXT", "RETURN_CONTROL"
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.execution_error #=> String
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.execution_output #=> String
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.execution_timeout #=> Boolean
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.files #=> Array
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.files[0] #=> String
event.trace.routing_classifier_trace.observation.final_response.text #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references #=> Array
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.byte_content #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row #=> Array
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].column_name #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].column_value #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].type #=> String, one of "BLOB", "BOOLEAN", "DOUBLE", "NULL", "LONG", "STRING"
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.text #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.type #=> String, one of "TEXT", "IMAGE", "ROW"
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.confluence_location.url #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.custom_document_location.id #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.kendra_document_location.uri #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.s3_location.uri #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.salesforce_location.url #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.share_point_location.url #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.sql_location.query #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.type #=> String, one of "S3", "WEB", "CONFLUENCE", "SALESFORCE", "SHAREPOINT", "CUSTOM", "KENDRA", "SQL"
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.web_location.url #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].metadata #=> Hash
event.trace.routing_classifier_trace.observation.reprompt_response.source #=> String, one of "ACTION_GROUP", "KNOWLEDGE_BASE", "PARSER"
event.trace.routing_classifier_trace.observation.reprompt_response.text #=> String
event.trace.routing_classifier_trace.observation.trace_id #=> String
event.trace.routing_classifier_trace.observation.type #=> String, one of "ACTION_GROUP", "AGENT_COLLABORATOR", "KNOWLEDGE_BASE", "FINISH", "ASK_USER", "REPROMPT"

For :validation_exception event available at #on_validation_exception_event callback and response eventstream enumerator:
event.message #=> String

resp.content_type #=> String
resp.memory_id #=> String
resp.session_id #=> String

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :agent_alias_id (required, String)

    The alias of the agent to use.

  • :agent_id (required, String)

    The unique identifier of the agent to use.

  • :enable_trace (Boolean)

    Specifies whether to turn on the trace or not to track the agent's reasoning process. For more information, see Trace enablement.

  • :end_session (Boolean)

    Specifies whether to end the session with the agent or not.

  • :input_text (String)

    The prompt text to send the agent.

    If you include returnControlInvocationResults in the sessionState field, the inputText field will be ignored.

  • :memory_id (String)

    The unique identifier of the agent memory.

  • :session_id (required, String)

    The unique identifier of the session. Use the same value across requests to continue the same conversation.

  • :session_state (Types::SessionState)

    Contains parameters that specify various attributes of the session. For more information, see Control session context.

    If you include returnControlInvocationResults in the sessionState field, the inputText field will be ignored.

  • :source_arn (String)

    The ARN of the resource making the request.

  • :streaming_configurations (Types::StreamingConfigurations)

    Specifies the configurations for streaming.

Yields:

  • (event_stream_handler)

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 1543

def invoke_agent(params = {}, options = {}, &block)
  params = params.dup
  event_stream_handler = case handler = params.delete(:event_stream_handler)
    when EventStreams::ResponseStream then handler
    when Proc then EventStreams::ResponseStream.new.tap(&handler)
    when nil then EventStreams::ResponseStream.new
    else
      msg = "expected :event_stream_handler to be a block or "\
            "instance of Aws::BedrockAgentRuntime::EventStreams::ResponseStream"\
            ", got `#{handler.inspect}` instead"
      raise ArgumentError, msg
    end

  yield(event_stream_handler) if block_given?

  req = build_request(:invoke_agent, params)

  req.context[:event_stream_handler] = event_stream_handler
  req.handlers.add(Aws::Binary::DecodeHandler, priority: 95)

  req.send_request(options, &block)
end

#invoke_flow(params = {}) ⇒ Types::InvokeFlowResponse

Invokes an alias of a flow to run the inputs that you specify and return the output of each node as a stream. If there's an error, the error is returned. For more information, see Test a flow in Amazon Bedrock in the Amazon Bedrock User Guide.

The CLI doesn't support streaming operations in Amazon Bedrock, including InvokeFlow.

Examples:

EventStream Operation Example


You can process the event once it arrives immediately, or wait until the
full response is complete and iterate through the eventstream enumerator.

To interact with event immediately, you need to register #invoke_flow
with callbacks. Callbacks can be registered for specific events or for all
events, including error events.

Callbacks can be passed into the `:event_stream_handler` option or within a
block statement attached to the #invoke_flow call directly. Hybrid
pattern of both is also supported.

`:event_stream_handler` option takes in either a Proc object or
Aws::BedrockAgentRuntime::EventStreams::FlowResponseStream object.

Usage pattern a): Callbacks with a block attached to #invoke_flow
  Example for registering callbacks for all event types and an error event

  client.invoke_flow( # params input# ) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end

    stream.on_event do |event|
      # process all events arrive
      puts event.event_type
      ...
    end

  end

Usage pattern b): Pass in `:event_stream_handler` for #invoke_flow

  1) Create a Aws::BedrockAgentRuntime::EventStreams::FlowResponseStream object
  Example for registering callbacks with specific events

    handler = Aws::BedrockAgentRuntime::EventStreams::FlowResponseStream.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_flow_completion_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::flowCompletionEvent
    end
    handler.on_flow_output_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::flowOutputEvent
    end
    handler.on_flow_trace_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::flowTraceEvent
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    handler.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.invoke_flow( # params input #, event_stream_handler: handler)

  2) Use a Ruby Proc object
  Example for registering callbacks with specific events

  handler = Proc.new do |stream|
    stream.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    stream.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    stream.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    stream.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    stream.on_flow_completion_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::flowCompletionEvent
    end
    stream.on_flow_output_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::flowOutputEvent
    end
    stream.on_flow_trace_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::flowTraceEvent
    end
    stream.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    stream.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    stream.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    stream.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    stream.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end
  end

  client.invoke_flow( # params input #, event_stream_handler: handler)

Usage pattern c): Hybrid pattern of a) and b)

    handler = Aws::BedrockAgentRuntime::EventStreams::FlowResponseStream.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_flow_completion_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::flowCompletionEvent
    end
    handler.on_flow_output_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::flowOutputEvent
    end
    handler.on_flow_trace_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::flowTraceEvent
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    handler.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.invoke_flow( # params input #, event_stream_handler: handler) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end
  end

You can also iterate through events after the response complete.

Events are available at resp.response_stream # => Enumerator
For parameter input example, please refer to following request syntax

Request syntax with placeholder values


resp = client.invoke_flow({
  enable_trace: false,
  flow_alias_identifier: "FlowAliasIdentifier", # required
  flow_identifier: "FlowIdentifier", # required
  inputs: [ # required
    {
      content: { # required
        document: {
        },
      },
      node_name: "NodeName", # required
      node_output_name: "NodeOutputName", # required
    },
  ],
})

Response structure


All events are available at resp.response_stream:
resp.response_stream #=> Enumerator
resp.response_stream.event_types #=> [:access_denied_exception, :bad_gateway_exception, :conflict_exception, :dependency_failed_exception, :flow_completion_event, :flow_output_event, :flow_trace_event, :internal_server_exception, :resource_not_found_exception, :service_quota_exceeded_exception, :throttling_exception, :validation_exception]

For :access_denied_exception event available at #on_access_denied_exception_event callback and response eventstream enumerator:
event.message #=> String

For :bad_gateway_exception event available at #on_bad_gateway_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :conflict_exception event available at #on_conflict_exception_event callback and response eventstream enumerator:
event.message #=> String

For :dependency_failed_exception event available at #on_dependency_failed_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :flow_completion_event event available at #on_flow_completion_event_event callback and response eventstream enumerator:
event.completion_reason #=> String, one of "SUCCESS"

For :flow_output_event event available at #on_flow_output_event_event callback and response eventstream enumerator:
event.node_name #=> String
event.node_type #=> String, one of "FlowInputNode", "FlowOutputNode", "LambdaFunctionNode", "KnowledgeBaseNode", "PromptNode", "ConditionNode", "LexNode"

For :flow_trace_event event available at #on_flow_trace_event_event callback and response eventstream enumerator:
event.trace.condition_node_result_trace.node_name #=> String
event.trace.condition_node_result_trace.satisfied_conditions #=> Array
event.trace.condition_node_result_trace.satisfied_conditions[0].condition_name #=> String
event.trace.condition_node_result_trace.timestamp #=> Time
event.trace.node_input_trace.fields #=> Array
event.trace.node_input_trace.fields[0].node_input_name #=> String
event.trace.node_input_trace.node_name #=> String
event.trace.node_input_trace.timestamp #=> Time
event.trace.node_output_trace.fields #=> Array
event.trace.node_output_trace.fields[0].node_output_name #=> String
event.trace.node_output_trace.node_name #=> String
event.trace.node_output_trace.timestamp #=> Time

For :internal_server_exception event available at #on_internal_server_exception_event callback and response eventstream enumerator:
event.message #=> String

For :resource_not_found_exception event available at #on_resource_not_found_exception_event callback and response eventstream enumerator:
event.message #=> String

For :service_quota_exceeded_exception event available at #on_service_quota_exceeded_exception_event callback and response eventstream enumerator:
event.message #=> String

For :throttling_exception event available at #on_throttling_exception_event callback and response eventstream enumerator:
event.message #=> String

For :validation_exception event available at #on_validation_exception_event callback and response eventstream enumerator:
event.message #=> String

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :enable_trace (Boolean)

    Specifies whether to return the trace for the flow or not. Traces track inputs and outputs for nodes in the flow. For more information, see Track each step in your prompt flow by viewing its trace in Amazon Bedrock.

  • :flow_alias_identifier (required, String)

    The unique identifier of the flow alias.

  • :flow_identifier (required, String)

    The unique identifier of the flow.

  • :inputs (required, Array<Types::FlowInput>)

    A list of objects, each containing information about an input into the flow.

Yields:

  • (event_stream_handler)

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 1865

def invoke_flow(params = {}, options = {}, &block)
  params = params.dup
  event_stream_handler = case handler = params.delete(:event_stream_handler)
    when EventStreams::FlowResponseStream then handler
    when Proc then EventStreams::FlowResponseStream.new.tap(&handler)
    when nil then EventStreams::FlowResponseStream.new
    else
      msg = "expected :event_stream_handler to be a block or "\
            "instance of Aws::BedrockAgentRuntime::EventStreams::FlowResponseStream"\
            ", got `#{handler.inspect}` instead"
      raise ArgumentError, msg
    end

  yield(event_stream_handler) if block_given?

  req = build_request(:invoke_flow, params)

  req.context[:event_stream_handler] = event_stream_handler
  req.handlers.add(Aws::Binary::DecodeHandler, priority: 95)

  req.send_request(options, &block)
end

#invoke_inline_agent(params = {}) ⇒ Types::InvokeInlineAgentResponse

Invokes an inline Amazon Bedrock agent using the configurations you provide with the request.

  • Specify the following fields for security purposes.

    • (Optional) customerEncryptionKeyArn – The Amazon Resource Name (ARN) of a KMS key to encrypt the creation of the agent.

    • (Optional) idleSessionTTLinSeconds – Specify the number of seconds for which the agent should maintain session information. After this time expires, the subsequent InvokeInlineAgent request begins a new session.

  • To override the default prompt behavior for agent orchestration and to use advanced prompts, include a promptOverrideConfiguration object. For more information, see Advanced prompts.

  • The agent instructions will not be honored if your agent has only one knowledge base, uses default prompts, has no action group, and user input is disabled.

The CLI doesn't support streaming operations in Amazon Bedrock, including InvokeInlineAgent.

Examples:

EventStream Operation Example


You can process the event once it arrives immediately, or wait until the
full response is complete and iterate through the eventstream enumerator.

To interact with event immediately, you need to register #invoke_inline_agent
with callbacks. Callbacks can be registered for specific events or for all
events, including error events.

Callbacks can be passed into the `:event_stream_handler` option or within a
block statement attached to the #invoke_inline_agent call directly. Hybrid
pattern of both is also supported.

`:event_stream_handler` option takes in either a Proc object or
Aws::BedrockAgentRuntime::EventStreams::InlineAgentResponseStream object.

Usage pattern a): Callbacks with a block attached to #invoke_inline_agent
  Example for registering callbacks for all event types and an error event

  client.invoke_inline_agent( # params input# ) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end

    stream.on_event do |event|
      # process all events arrive
      puts event.event_type
      ...
    end

  end

Usage pattern b): Pass in `:event_stream_handler` for #invoke_inline_agent

  1) Create a Aws::BedrockAgentRuntime::EventStreams::InlineAgentResponseStream object
  Example for registering callbacks with specific events

    handler = Aws::BedrockAgentRuntime::EventStreams::InlineAgentResponseStream.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_chunk_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::chunk
    end
    handler.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_files_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::files
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    handler.on_return_control_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::returnControl
    end
    handler.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_trace_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::trace
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.invoke_inline_agent( # params input #, event_stream_handler: handler)

  2) Use a Ruby Proc object
  Example for registering callbacks with specific events

  handler = Proc.new do |stream|
    stream.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    stream.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    stream.on_chunk_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::chunk
    end
    stream.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    stream.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    stream.on_files_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::files
    end
    stream.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    stream.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    stream.on_return_control_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::returnControl
    end
    stream.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    stream.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    stream.on_trace_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::trace
    end
    stream.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end
  end

  client.invoke_inline_agent( # params input #, event_stream_handler: handler)

Usage pattern c): Hybrid pattern of a) and b)

    handler = Aws::BedrockAgentRuntime::EventStreams::InlineAgentResponseStream.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_chunk_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::chunk
    end
    handler.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_files_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::files
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    handler.on_return_control_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::returnControl
    end
    handler.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_trace_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::trace
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.invoke_inline_agent( # params input #, event_stream_handler: handler) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end
  end

You can also iterate through events after the response complete.

Events are available at resp.completion # => Enumerator
For parameter input example, please refer to following request syntax

Request syntax with placeholder values


resp = client.invoke_inline_agent({
  action_groups: [
    {
      action_group_executor: {
        custom_control: "RETURN_CONTROL", # accepts RETURN_CONTROL
        lambda: "LambdaResourceArn",
      },
      action_group_name: "ResourceName", # required
      api_schema: {
        payload: "Payload",
        s3: {
          s3_bucket_name: "S3BucketName",
          s3_object_key: "S3ObjectKey",
        },
      },
      description: "ResourceDescription",
      function_schema: {
        functions: [
          {
            description: "FunctionDescription",
            name: "ResourceName", # required
            parameters: {
              "ParameterName" => {
                description: "ParameterDescription",
                required: false,
                type: "string", # required, accepts string, number, integer, boolean, array
              },
            },
            require_confirmation: "ENABLED", # accepts ENABLED, DISABLED
          },
        ],
      },
      parent_action_group_signature: "AMAZON.UserInput", # accepts AMAZON.UserInput, AMAZON.CodeInterpreter
    },
  ],
  customer_encryption_key_arn: "KmsKeyArn",
  enable_trace: false,
  end_session: false,
  foundation_model: "ModelIdentifier", # required
  guardrail_configuration: {
    guardrail_identifier: "GuardrailIdentifierWithArn", # required
    guardrail_version: "GuardrailVersion", # required
  },
  idle_session_ttl_in_seconds: 1,
  inline_session_state: {
    files: [
      {
        name: "String", # required
        source: { # required
          byte_content: {
            data: "data", # required
            media_type: "MimeType", # required
          },
          s3_location: {
            uri: "S3Uri", # required
          },
          source_type: "S3", # required, accepts S3, BYTE_CONTENT
        },
        use_case: "CODE_INTERPRETER", # required, accepts CODE_INTERPRETER, CHAT
      },
    ],
    invocation_id: "String",
    prompt_session_attributes: {
      "String" => "String",
    },
    return_control_invocation_results: [
      {
        api_result: {
          action_group: "String", # required
          agent_id: "String",
          api_path: "ApiPath",
          confirmation_state: "CONFIRM", # accepts CONFIRM, DENY
          http_method: "String",
          http_status_code: 1,
          response_body: {
            "String" => {
              body: "String",
            },
          },
          response_state: "FAILURE", # accepts FAILURE, REPROMPT
        },
        function_result: {
          action_group: "String", # required
          agent_id: "String",
          confirmation_state: "CONFIRM", # accepts CONFIRM, DENY
          function: "String",
          response_body: {
            "String" => {
              body: "String",
            },
          },
          response_state: "FAILURE", # accepts FAILURE, REPROMPT
        },
      },
    ],
    session_attributes: {
      "String" => "String",
    },
  },
  input_text: "InputText",
  instruction: "Instruction", # required
  knowledge_bases: [
    {
      description: "ResourceDescription", # required
      knowledge_base_id: "KnowledgeBaseId", # required
      retrieval_configuration: {
        vector_search_configuration: { # required
          filter: {
            and_all: [
              {
                # recursive RetrievalFilter
              },
            ],
            equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            greater_than: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            greater_than_or_equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            in: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            less_than: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            less_than_or_equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            list_contains: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            not_equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            not_in: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            or_all: [
              {
                # recursive RetrievalFilter
              },
            ],
            starts_with: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            string_contains: {
              key: "FilterKey", # required
              value: { # required
              },
            },
          },
          implicit_filter_configuration: {
            metadata_attributes: [ # required
              {
                description: "MetadataAttributeSchemaDescriptionString", # required
                key: "MetadataAttributeSchemaKeyString", # required
                type: "STRING", # required, accepts STRING, NUMBER, BOOLEAN, STRING_LIST
              },
            ],
            model_arn: "BedrockModelArn", # required
          },
          number_of_results: 1,
          override_search_type: "HYBRID", # accepts HYBRID, SEMANTIC
          reranking_configuration: {
            bedrock_reranking_configuration: {
              metadata_configuration: {
                selection_mode: "SELECTIVE", # required, accepts SELECTIVE, ALL
                selective_mode_configuration: {
                  fields_to_exclude: [
                    {
                      field_name: "FieldForRerankingFieldNameString", # required
                    },
                  ],
                  fields_to_include: [
                    {
                      field_name: "FieldForRerankingFieldNameString", # required
                    },
                  ],
                },
              },
              model_configuration: { # required
                additional_model_request_fields: {
                  "AdditionalModelRequestFieldsKey" => {
                  },
                },
                model_arn: "BedrockRerankingModelArn", # required
              },
              number_of_reranked_results: 1,
            },
            type: "BEDROCK_RERANKING_MODEL", # required, accepts BEDROCK_RERANKING_MODEL
          },
        },
      },
    },
  ],
  prompt_override_configuration: {
    override_lambda: "LambdaResourceArn",
    prompt_configurations: [ # required
      {
        base_prompt_template: "BasePromptTemplate",
        inference_configuration: {
          maximum_length: 1,
          stop_sequences: ["String"],
          temperature: 1.0,
          top_k: 1,
          top_p: 1.0,
        },
        parser_mode: "DEFAULT", # accepts DEFAULT, OVERRIDDEN
        prompt_creation_mode: "DEFAULT", # accepts DEFAULT, OVERRIDDEN
        prompt_state: "ENABLED", # accepts ENABLED, DISABLED
        prompt_type: "PRE_PROCESSING", # accepts PRE_PROCESSING, ORCHESTRATION, KNOWLEDGE_BASE_RESPONSE_GENERATION, POST_PROCESSING, ROUTING_CLASSIFIER
      },
    ],
  },
  session_id: "SessionId", # required
})

Response structure


All events are available at resp.completion:
resp.completion #=> Enumerator
resp.completion.event_types #=> [:access_denied_exception, :bad_gateway_exception, :chunk, :conflict_exception, :dependency_failed_exception, :files, :internal_server_exception, :resource_not_found_exception, :return_control, :service_quota_exceeded_exception, :throttling_exception, :trace, :validation_exception]

For :access_denied_exception event available at #on_access_denied_exception_event callback and response eventstream enumerator:
event.message #=> String

For :bad_gateway_exception event available at #on_bad_gateway_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :chunk event available at #on_chunk_event callback and response eventstream enumerator:
event.attribution.citations #=> Array
event.attribution.citations[0].generated_response_part.text_response_part.span.end #=> Integer
event.attribution.citations[0].generated_response_part.text_response_part.span.start #=> Integer
event.attribution.citations[0].generated_response_part.text_response_part.text #=> String
event.attribution.citations[0].retrieved_references #=> Array
event.attribution.citations[0].retrieved_references[0].content.byte_content #=> String
event.attribution.citations[0].retrieved_references[0].content.row #=> Array
event.attribution.citations[0].retrieved_references[0].content.row[0].column_name #=> String
event.attribution.citations[0].retrieved_references[0].content.row[0].column_value #=> String
event.attribution.citations[0].retrieved_references[0].content.row[0].type #=> String, one of "BLOB", "BOOLEAN", "DOUBLE", "NULL", "LONG", "STRING"
event.attribution.citations[0].retrieved_references[0].content.text #=> String
event.attribution.citations[0].retrieved_references[0].content.type #=> String, one of "TEXT", "IMAGE", "ROW"
event.attribution.citations[0].retrieved_references[0].location.confluence_location.url #=> String
event.attribution.citations[0].retrieved_references[0].location.custom_document_location.id #=> String
event.attribution.citations[0].retrieved_references[0].location.kendra_document_location.uri #=> String
event.attribution.citations[0].retrieved_references[0].location.s3_location.uri #=> String
event.attribution.citations[0].retrieved_references[0].location.salesforce_location.url #=> String
event.attribution.citations[0].retrieved_references[0].location.share_point_location.url #=> String
event.attribution.citations[0].retrieved_references[0].location.sql_location.query #=> String
event.attribution.citations[0].retrieved_references[0].location.type #=> String, one of "S3", "WEB", "CONFLUENCE", "SALESFORCE", "SHAREPOINT", "CUSTOM", "KENDRA", "SQL"
event.attribution.citations[0].retrieved_references[0].location.web_location.url #=> String
event.attribution.citations[0].retrieved_references[0].metadata #=> Hash
event.bytes #=> String

For :conflict_exception event available at #on_conflict_exception_event callback and response eventstream enumerator:
event.message #=> String

For :dependency_failed_exception event available at #on_dependency_failed_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :files event available at #on_files_event callback and response eventstream enumerator:
event.files #=> Array
event.files[0].bytes #=> String
event.files[0].name #=> String
event.files[0].type #=> String

For :internal_server_exception event available at #on_internal_server_exception_event callback and response eventstream enumerator:
event.message #=> String

For :resource_not_found_exception event available at #on_resource_not_found_exception_event callback and response eventstream enumerator:
event.message #=> String

For :return_control event available at #on_return_control_event callback and response eventstream enumerator:
event.invocation_id #=> String
event.invocation_inputs #=> Array
event.invocation_inputs[0].api_invocation_input.action_group #=> String
event.invocation_inputs[0].api_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.invocation_inputs[0].api_invocation_input.agent_id #=> String
event.invocation_inputs[0].api_invocation_input.api_path #=> String
event.invocation_inputs[0].api_invocation_input.collaborator_name #=> String
event.invocation_inputs[0].api_invocation_input.http_method #=> String
event.invocation_inputs[0].api_invocation_input.parameters #=> Array
event.invocation_inputs[0].api_invocation_input.parameters[0].name #=> String
event.invocation_inputs[0].api_invocation_input.parameters[0].type #=> String
event.invocation_inputs[0].api_invocation_input.parameters[0].value #=> String
event.invocation_inputs[0].api_invocation_input.request_body.content #=> Hash
event.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties #=> Array
event.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].name #=> String
event.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].type #=> String
event.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].value #=> String
event.invocation_inputs[0].function_invocation_input.action_group #=> String
event.invocation_inputs[0].function_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.invocation_inputs[0].function_invocation_input.agent_id #=> String
event.invocation_inputs[0].function_invocation_input.collaborator_name #=> String
event.invocation_inputs[0].function_invocation_input.function #=> String
event.invocation_inputs[0].function_invocation_input.parameters #=> Array
event.invocation_inputs[0].function_invocation_input.parameters[0].name #=> String
event.invocation_inputs[0].function_invocation_input.parameters[0].type #=> String
event.invocation_inputs[0].function_invocation_input.parameters[0].value #=> String

For :service_quota_exceeded_exception event available at #on_service_quota_exceeded_exception_event callback and response eventstream enumerator:
event.message #=> String

For :throttling_exception event available at #on_throttling_exception_event callback and response eventstream enumerator:
event.message #=> String

For :trace event available at #on_trace_event callback and response eventstream enumerator:
event.session_id #=> String
event.trace.custom_orchestration_trace.event.text #=> String
event.trace.custom_orchestration_trace.trace_id #=> String
event.trace.failure_trace.failure_reason #=> String
event.trace.failure_trace.trace_id #=> String
event.trace.guardrail_trace.action #=> String, one of "INTERVENED", "NONE"
event.trace.guardrail_trace.input_assessments #=> Array
event.trace.guardrail_trace.input_assessments[0].content_policy.filters #=> Array
event.trace.guardrail_trace.input_assessments[0].content_policy.filters[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.input_assessments[0].content_policy.filters[0].confidence #=> String, one of "NONE", "LOW", "MEDIUM", "HIGH"
event.trace.guardrail_trace.input_assessments[0].content_policy.filters[0].type #=> String, one of "INSULTS", "HATE", "SEXUAL", "VIOLENCE", "MISCONDUCT", "PROMPT_ATTACK"
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.pii_entities #=> Array
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.pii_entities[0].action #=> String, one of "BLOCKED", "ANONYMIZED"
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.pii_entities[0].match #=> String
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.pii_entities[0].type #=> String, one of "ADDRESS", "AGE", "AWS_ACCESS_KEY", "AWS_SECRET_KEY", "CA_HEALTH_NUMBER", "CA_SOCIAL_INSURANCE_NUMBER", "CREDIT_DEBIT_CARD_CVV", "CREDIT_DEBIT_CARD_EXPIRY", "CREDIT_DEBIT_CARD_NUMBER", "DRIVER_ID", "EMAIL", "INTERNATIONAL_BANK_ACCOUNT_NUMBER", "IP_ADDRESS", "LICENSE_PLATE", "MAC_ADDRESS", "NAME", "PASSWORD", "PHONE", "PIN", "SWIFT_CODE", "UK_NATIONAL_HEALTH_SERVICE_NUMBER", "UK_NATIONAL_INSURANCE_NUMBER", "UK_UNIQUE_TAXPAYER_REFERENCE_NUMBER", "URL", "USERNAME", "US_BANK_ACCOUNT_NUMBER", "US_BANK_ROUTING_NUMBER", "US_INDIVIDUAL_TAX_IDENTIFICATION_NUMBER", "US_PASSPORT_NUMBER", "US_SOCIAL_SECURITY_NUMBER", "VEHICLE_IDENTIFICATION_NUMBER"
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes #=> Array
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes[0].action #=> String, one of "BLOCKED", "ANONYMIZED"
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes[0].match #=> String
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes[0].name #=> String
event.trace.guardrail_trace.input_assessments[0].sensitive_information_policy.regexes[0].regex #=> String
event.trace.guardrail_trace.input_assessments[0].topic_policy.topics #=> Array
event.trace.guardrail_trace.input_assessments[0].topic_policy.topics[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.input_assessments[0].topic_policy.topics[0].name #=> String
event.trace.guardrail_trace.input_assessments[0].topic_policy.topics[0].type #=> String, one of "DENY"
event.trace.guardrail_trace.input_assessments[0].word_policy.custom_words #=> Array
event.trace.guardrail_trace.input_assessments[0].word_policy.custom_words[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.input_assessments[0].word_policy.custom_words[0].match #=> String
event.trace.guardrail_trace.input_assessments[0].word_policy.managed_word_lists #=> Array
event.trace.guardrail_trace.input_assessments[0].word_policy.managed_word_lists[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.input_assessments[0].word_policy.managed_word_lists[0].match #=> String
event.trace.guardrail_trace.input_assessments[0].word_policy.managed_word_lists[0].type #=> String, one of "PROFANITY"
event.trace.guardrail_trace.output_assessments #=> Array
event.trace.guardrail_trace.output_assessments[0].content_policy.filters #=> Array
event.trace.guardrail_trace.output_assessments[0].content_policy.filters[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.output_assessments[0].content_policy.filters[0].confidence #=> String, one of "NONE", "LOW", "MEDIUM", "HIGH"
event.trace.guardrail_trace.output_assessments[0].content_policy.filters[0].type #=> String, one of "INSULTS", "HATE", "SEXUAL", "VIOLENCE", "MISCONDUCT", "PROMPT_ATTACK"
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.pii_entities #=> Array
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.pii_entities[0].action #=> String, one of "BLOCKED", "ANONYMIZED"
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.pii_entities[0].match #=> String
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.pii_entities[0].type #=> String, one of "ADDRESS", "AGE", "AWS_ACCESS_KEY", "AWS_SECRET_KEY", "CA_HEALTH_NUMBER", "CA_SOCIAL_INSURANCE_NUMBER", "CREDIT_DEBIT_CARD_CVV", "CREDIT_DEBIT_CARD_EXPIRY", "CREDIT_DEBIT_CARD_NUMBER", "DRIVER_ID", "EMAIL", "INTERNATIONAL_BANK_ACCOUNT_NUMBER", "IP_ADDRESS", "LICENSE_PLATE", "MAC_ADDRESS", "NAME", "PASSWORD", "PHONE", "PIN", "SWIFT_CODE", "UK_NATIONAL_HEALTH_SERVICE_NUMBER", "UK_NATIONAL_INSURANCE_NUMBER", "UK_UNIQUE_TAXPAYER_REFERENCE_NUMBER", "URL", "USERNAME", "US_BANK_ACCOUNT_NUMBER", "US_BANK_ROUTING_NUMBER", "US_INDIVIDUAL_TAX_IDENTIFICATION_NUMBER", "US_PASSPORT_NUMBER", "US_SOCIAL_SECURITY_NUMBER", "VEHICLE_IDENTIFICATION_NUMBER"
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes #=> Array
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes[0].action #=> String, one of "BLOCKED", "ANONYMIZED"
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes[0].match #=> String
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes[0].name #=> String
event.trace.guardrail_trace.output_assessments[0].sensitive_information_policy.regexes[0].regex #=> String
event.trace.guardrail_trace.output_assessments[0].topic_policy.topics #=> Array
event.trace.guardrail_trace.output_assessments[0].topic_policy.topics[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.output_assessments[0].topic_policy.topics[0].name #=> String
event.trace.guardrail_trace.output_assessments[0].topic_policy.topics[0].type #=> String, one of "DENY"
event.trace.guardrail_trace.output_assessments[0].word_policy.custom_words #=> Array
event.trace.guardrail_trace.output_assessments[0].word_policy.custom_words[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.output_assessments[0].word_policy.custom_words[0].match #=> String
event.trace.guardrail_trace.output_assessments[0].word_policy.managed_word_lists #=> Array
event.trace.guardrail_trace.output_assessments[0].word_policy.managed_word_lists[0].action #=> String, one of "BLOCKED"
event.trace.guardrail_trace.output_assessments[0].word_policy.managed_word_lists[0].match #=> String
event.trace.guardrail_trace.output_assessments[0].word_policy.managed_word_lists[0].type #=> String, one of "PROFANITY"
event.trace.guardrail_trace.trace_id #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.action_group_name #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.api_path #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.execution_type #=> String, one of "LAMBDA", "RETURN_CONTROL"
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.function #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.invocation_id #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.parameters #=> Array
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.parameters[0].name #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.parameters[0].type #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.parameters[0].value #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content #=> Hash
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content["String"] #=> Array
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].name #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].type #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].value #=> String
event.trace.orchestration_trace.invocation_input.action_group_invocation_input.verb #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.agent_collaborator_alias_arn #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.agent_collaborator_name #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.invocation_id #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results #=> Array
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.action_group #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.agent_id #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.api_path #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.confirmation_state #=> String, one of "CONFIRM", "DENY"
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.http_method #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.http_status_code #=> Integer
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_body #=> Hash
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_body["String"].body #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_state #=> String, one of "FAILURE", "REPROMPT"
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.action_group #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.agent_id #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.confirmation_state #=> String, one of "CONFIRM", "DENY"
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.function #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_body #=> Hash
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_body["String"].body #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_state #=> String, one of "FAILURE", "REPROMPT"
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.text #=> String
event.trace.orchestration_trace.invocation_input.agent_collaborator_invocation_input.input.type #=> String, one of "TEXT", "RETURN_CONTROL"
event.trace.orchestration_trace.invocation_input.code_interpreter_invocation_input.code #=> String
event.trace.orchestration_trace.invocation_input.code_interpreter_invocation_input.files #=> Array
event.trace.orchestration_trace.invocation_input.code_interpreter_invocation_input.files[0] #=> String
event.trace.orchestration_trace.invocation_input.invocation_type #=> String, one of "ACTION_GROUP", "KNOWLEDGE_BASE", "FINISH", "ACTION_GROUP_CODE_INTERPRETER", "AGENT_COLLABORATOR"
event.trace.orchestration_trace.invocation_input.knowledge_base_lookup_input.knowledge_base_id #=> String
event.trace.orchestration_trace.invocation_input.knowledge_base_lookup_input.text #=> String
event.trace.orchestration_trace.invocation_input.trace_id #=> String
event.trace.orchestration_trace.model_invocation_input.foundation_model #=> String
event.trace.orchestration_trace.model_invocation_input.inference_configuration.maximum_length #=> Integer
event.trace.orchestration_trace.model_invocation_input.inference_configuration.stop_sequences #=> Array
event.trace.orchestration_trace.model_invocation_input.inference_configuration.stop_sequences[0] #=> String
event.trace.orchestration_trace.model_invocation_input.inference_configuration.temperature #=> Float
event.trace.orchestration_trace.model_invocation_input.inference_configuration.top_k #=> Integer
event.trace.orchestration_trace.model_invocation_input.inference_configuration.top_p #=> Float
event.trace.orchestration_trace.model_invocation_input.override_lambda #=> String
event.trace.orchestration_trace.model_invocation_input.parser_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.orchestration_trace.model_invocation_input.prompt_creation_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.orchestration_trace.model_invocation_input.text #=> String
event.trace.orchestration_trace.model_invocation_input.trace_id #=> String
event.trace.orchestration_trace.model_invocation_input.type #=> String, one of "PRE_PROCESSING", "ORCHESTRATION", "KNOWLEDGE_BASE_RESPONSE_GENERATION", "POST_PROCESSING", "ROUTING_CLASSIFIER"
event.trace.orchestration_trace.model_invocation_output.metadata.usage.input_tokens #=> Integer
event.trace.orchestration_trace.model_invocation_output.metadata.usage.output_tokens #=> Integer
event.trace.orchestration_trace.model_invocation_output.raw_response.content #=> String
event.trace.orchestration_trace.model_invocation_output.trace_id #=> String
event.trace.orchestration_trace.observation.action_group_invocation_output.text #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.agent_collaborator_alias_arn #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.agent_collaborator_name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_id #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs #=> Array
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.action_group #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.agent_id #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.api_path #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.collaborator_name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.http_method #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters #=> Array
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].type #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].value #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content #=> Hash
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties #=> Array
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].type #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].value #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.action_group #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.agent_id #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.collaborator_name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.function #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters #=> Array
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].name #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].type #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].value #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.text #=> String
event.trace.orchestration_trace.observation.agent_collaborator_invocation_output.output.type #=> String, one of "TEXT", "RETURN_CONTROL"
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.execution_error #=> String
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.execution_output #=> String
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.execution_timeout #=> Boolean
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.files #=> Array
event.trace.orchestration_trace.observation.code_interpreter_invocation_output.files[0] #=> String
event.trace.orchestration_trace.observation.final_response.text #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references #=> Array
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.byte_content #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row #=> Array
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].column_name #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].column_value #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].type #=> String, one of "BLOB", "BOOLEAN", "DOUBLE", "NULL", "LONG", "STRING"
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.text #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.type #=> String, one of "TEXT", "IMAGE", "ROW"
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.confluence_location.url #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.custom_document_location.id #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.kendra_document_location.uri #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.s3_location.uri #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.salesforce_location.url #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.share_point_location.url #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.sql_location.query #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.type #=> String, one of "S3", "WEB", "CONFLUENCE", "SALESFORCE", "SHAREPOINT", "CUSTOM", "KENDRA", "SQL"
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.web_location.url #=> String
event.trace.orchestration_trace.observation.knowledge_base_lookup_output.retrieved_references[0].metadata #=> Hash
event.trace.orchestration_trace.observation.reprompt_response.source #=> String, one of "ACTION_GROUP", "KNOWLEDGE_BASE", "PARSER"
event.trace.orchestration_trace.observation.reprompt_response.text #=> String
event.trace.orchestration_trace.observation.trace_id #=> String
event.trace.orchestration_trace.observation.type #=> String, one of "ACTION_GROUP", "AGENT_COLLABORATOR", "KNOWLEDGE_BASE", "FINISH", "ASK_USER", "REPROMPT"
event.trace.orchestration_trace.rationale.text #=> String
event.trace.orchestration_trace.rationale.trace_id #=> String
event.trace.post_processing_trace.model_invocation_input.foundation_model #=> String
event.trace.post_processing_trace.model_invocation_input.inference_configuration.maximum_length #=> Integer
event.trace.post_processing_trace.model_invocation_input.inference_configuration.stop_sequences #=> Array
event.trace.post_processing_trace.model_invocation_input.inference_configuration.stop_sequences[0] #=> String
event.trace.post_processing_trace.model_invocation_input.inference_configuration.temperature #=> Float
event.trace.post_processing_trace.model_invocation_input.inference_configuration.top_k #=> Integer
event.trace.post_processing_trace.model_invocation_input.inference_configuration.top_p #=> Float
event.trace.post_processing_trace.model_invocation_input.override_lambda #=> String
event.trace.post_processing_trace.model_invocation_input.parser_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.post_processing_trace.model_invocation_input.prompt_creation_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.post_processing_trace.model_invocation_input.text #=> String
event.trace.post_processing_trace.model_invocation_input.trace_id #=> String
event.trace.post_processing_trace.model_invocation_input.type #=> String, one of "PRE_PROCESSING", "ORCHESTRATION", "KNOWLEDGE_BASE_RESPONSE_GENERATION", "POST_PROCESSING", "ROUTING_CLASSIFIER"
event.trace.post_processing_trace.model_invocation_output.metadata.usage.input_tokens #=> Integer
event.trace.post_processing_trace.model_invocation_output.metadata.usage.output_tokens #=> Integer
event.trace.post_processing_trace.model_invocation_output.parsed_response.text #=> String
event.trace.post_processing_trace.model_invocation_output.raw_response.content #=> String
event.trace.post_processing_trace.model_invocation_output.trace_id #=> String
event.trace.pre_processing_trace.model_invocation_input.foundation_model #=> String
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.maximum_length #=> Integer
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.stop_sequences #=> Array
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.stop_sequences[0] #=> String
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.temperature #=> Float
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.top_k #=> Integer
event.trace.pre_processing_trace.model_invocation_input.inference_configuration.top_p #=> Float
event.trace.pre_processing_trace.model_invocation_input.override_lambda #=> String
event.trace.pre_processing_trace.model_invocation_input.parser_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.pre_processing_trace.model_invocation_input.prompt_creation_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.pre_processing_trace.model_invocation_input.text #=> String
event.trace.pre_processing_trace.model_invocation_input.trace_id #=> String
event.trace.pre_processing_trace.model_invocation_input.type #=> String, one of "PRE_PROCESSING", "ORCHESTRATION", "KNOWLEDGE_BASE_RESPONSE_GENERATION", "POST_PROCESSING", "ROUTING_CLASSIFIER"
event.trace.pre_processing_trace.model_invocation_output.metadata.usage.input_tokens #=> Integer
event.trace.pre_processing_trace.model_invocation_output.metadata.usage.output_tokens #=> Integer
event.trace.pre_processing_trace.model_invocation_output.parsed_response.is_valid #=> Boolean
event.trace.pre_processing_trace.model_invocation_output.parsed_response.rationale #=> String
event.trace.pre_processing_trace.model_invocation_output.raw_response.content #=> String
event.trace.pre_processing_trace.model_invocation_output.trace_id #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.action_group_name #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.api_path #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.execution_type #=> String, one of "LAMBDA", "RETURN_CONTROL"
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.function #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.invocation_id #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.parameters #=> Array
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.parameters[0].name #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.parameters[0].type #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.parameters[0].value #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content #=> Hash
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content["String"] #=> Array
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].name #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].type #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.request_body.content["String"][0].value #=> String
event.trace.routing_classifier_trace.invocation_input.action_group_invocation_input.verb #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.agent_collaborator_alias_arn #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.agent_collaborator_name #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.invocation_id #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results #=> Array
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.action_group #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.agent_id #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.api_path #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.confirmation_state #=> String, one of "CONFIRM", "DENY"
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.http_method #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.http_status_code #=> Integer
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_body #=> Hash
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_body["String"].body #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].api_result.response_state #=> String, one of "FAILURE", "REPROMPT"
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.action_group #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.agent_id #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.confirmation_state #=> String, one of "CONFIRM", "DENY"
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.function #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_body #=> Hash
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_body["String"].body #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.return_control_results.return_control_invocation_results[0].function_result.response_state #=> String, one of "FAILURE", "REPROMPT"
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.text #=> String
event.trace.routing_classifier_trace.invocation_input.agent_collaborator_invocation_input.input.type #=> String, one of "TEXT", "RETURN_CONTROL"
event.trace.routing_classifier_trace.invocation_input.code_interpreter_invocation_input.code #=> String
event.trace.routing_classifier_trace.invocation_input.code_interpreter_invocation_input.files #=> Array
event.trace.routing_classifier_trace.invocation_input.code_interpreter_invocation_input.files[0] #=> String
event.trace.routing_classifier_trace.invocation_input.invocation_type #=> String, one of "ACTION_GROUP", "KNOWLEDGE_BASE", "FINISH", "ACTION_GROUP_CODE_INTERPRETER", "AGENT_COLLABORATOR"
event.trace.routing_classifier_trace.invocation_input.knowledge_base_lookup_input.knowledge_base_id #=> String
event.trace.routing_classifier_trace.invocation_input.knowledge_base_lookup_input.text #=> String
event.trace.routing_classifier_trace.invocation_input.trace_id #=> String
event.trace.routing_classifier_trace.model_invocation_input.foundation_model #=> String
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.maximum_length #=> Integer
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.stop_sequences #=> Array
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.stop_sequences[0] #=> String
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.temperature #=> Float
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.top_k #=> Integer
event.trace.routing_classifier_trace.model_invocation_input.inference_configuration.top_p #=> Float
event.trace.routing_classifier_trace.model_invocation_input.override_lambda #=> String
event.trace.routing_classifier_trace.model_invocation_input.parser_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.routing_classifier_trace.model_invocation_input.prompt_creation_mode #=> String, one of "DEFAULT", "OVERRIDDEN"
event.trace.routing_classifier_trace.model_invocation_input.text #=> String
event.trace.routing_classifier_trace.model_invocation_input.trace_id #=> String
event.trace.routing_classifier_trace.model_invocation_input.type #=> String, one of "PRE_PROCESSING", "ORCHESTRATION", "KNOWLEDGE_BASE_RESPONSE_GENERATION", "POST_PROCESSING", "ROUTING_CLASSIFIER"
event.trace.routing_classifier_trace.model_invocation_output.metadata.usage.input_tokens #=> Integer
event.trace.routing_classifier_trace.model_invocation_output.metadata.usage.output_tokens #=> Integer
event.trace.routing_classifier_trace.model_invocation_output.raw_response.content #=> String
event.trace.routing_classifier_trace.model_invocation_output.trace_id #=> String
event.trace.routing_classifier_trace.observation.action_group_invocation_output.text #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.agent_collaborator_alias_arn #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.agent_collaborator_name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_id #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs #=> Array
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.action_group #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.agent_id #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.api_path #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.collaborator_name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.http_method #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters #=> Array
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].type #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.parameters[0].value #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content #=> Hash
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties #=> Array
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].type #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].api_invocation_input.request_body.content["String"].properties[0].value #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.action_group #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.action_invocation_type #=> String, one of "RESULT", "USER_CONFIRMATION", "USER_CONFIRMATION_AND_RESULT"
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.agent_id #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.collaborator_name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.function #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters #=> Array
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].name #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].type #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.return_control_payload.invocation_inputs[0].function_invocation_input.parameters[0].value #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.text #=> String
event.trace.routing_classifier_trace.observation.agent_collaborator_invocation_output.output.type #=> String, one of "TEXT", "RETURN_CONTROL"
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.execution_error #=> String
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.execution_output #=> String
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.execution_timeout #=> Boolean
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.files #=> Array
event.trace.routing_classifier_trace.observation.code_interpreter_invocation_output.files[0] #=> String
event.trace.routing_classifier_trace.observation.final_response.text #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references #=> Array
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.byte_content #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row #=> Array
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].column_name #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].column_value #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.row[0].type #=> String, one of "BLOB", "BOOLEAN", "DOUBLE", "NULL", "LONG", "STRING"
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.text #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].content.type #=> String, one of "TEXT", "IMAGE", "ROW"
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.confluence_location.url #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.custom_document_location.id #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.kendra_document_location.uri #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.s3_location.uri #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.salesforce_location.url #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.share_point_location.url #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.sql_location.query #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.type #=> String, one of "S3", "WEB", "CONFLUENCE", "SALESFORCE", "SHAREPOINT", "CUSTOM", "KENDRA", "SQL"
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].location.web_location.url #=> String
event.trace.routing_classifier_trace.observation.knowledge_base_lookup_output.retrieved_references[0].metadata #=> Hash
event.trace.routing_classifier_trace.observation.reprompt_response.source #=> String, one of "ACTION_GROUP", "KNOWLEDGE_BASE", "PARSER"
event.trace.routing_classifier_trace.observation.reprompt_response.text #=> String
event.trace.routing_classifier_trace.observation.trace_id #=> String
event.trace.routing_classifier_trace.observation.type #=> String, one of "ACTION_GROUP", "AGENT_COLLABORATOR", "KNOWLEDGE_BASE", "FINISH", "ASK_USER", "REPROMPT"

For :validation_exception event available at #on_validation_exception_event callback and response eventstream enumerator:
event.message #=> String

resp.content_type #=> String
resp.session_id #=> String

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :action_groups (Array<Types::AgentActionGroup>)

    A list of action groups with each action group defining the action the inline agent needs to carry out.

  • :customer_encryption_key_arn (String)

    The Amazon Resource Name (ARN) of the Amazon Web Services KMS key to use to encrypt your inline agent.

  • :enable_trace (Boolean)

    Specifies whether to turn on the trace or not to track the agent's reasoning process. For more information, see Using trace.

  • :end_session (Boolean)

    Specifies whether to end the session with the inline agent or not.

  • :foundation_model (required, String)

    The model identifier (ID) of the model to use for orchestration by the inline agent. For example, meta.llama3-1-70b-instruct-v1:0.

  • :guardrail_configuration (Types::GuardrailConfigurationWithArn)

    The guardrails to assign to the inline agent.

  • :idle_session_ttl_in_seconds (Integer)

    The number of seconds for which the inline agent should maintain session information. After this time expires, the subsequent InvokeInlineAgent request begins a new session.

    A user interaction remains active for the amount of time specified. If no conversation occurs during this time, the session expires and the data provided before the timeout is deleted.

  • :inline_session_state (Types::InlineSessionState)

    Parameters that specify the various attributes of a sessions. You can include attributes for the session or prompt or, if you configured an action group to return control, results from invocation of the action group. For more information, see Control session context.

    If you include returnControlInvocationResults in the sessionState field, the inputText field will be ignored.

  • :input_text (String)

    The prompt text to send to the agent.

    If you include returnControlInvocationResults in the sessionState field, the inputText field will be ignored.

  • :instruction (required, String)

    The instructions that tell the inline agent what it should do and how it should interact with users.

  • :knowledge_bases (Array<Types::KnowledgeBase>)

    Contains information of the knowledge bases to associate with.

  • :prompt_override_configuration (Types::PromptOverrideConfiguration)

    Configurations for advanced prompts used to override the default prompts to enhance the accuracy of the inline agent.

  • :session_id (required, String)

    The unique identifier of the session. Use the same value across requests to continue the same conversation.

Yields:

  • (event_stream_handler)

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 2877

def invoke_inline_agent(params = {}, options = {}, &block)
  params = params.dup
  event_stream_handler = case handler = params.delete(:event_stream_handler)
    when EventStreams::InlineAgentResponseStream then handler
    when Proc then EventStreams::InlineAgentResponseStream.new.tap(&handler)
    when nil then EventStreams::InlineAgentResponseStream.new
    else
      msg = "expected :event_stream_handler to be a block or "\
            "instance of Aws::BedrockAgentRuntime::EventStreams::InlineAgentResponseStream"\
            ", got `#{handler.inspect}` instead"
      raise ArgumentError, msg
    end

  yield(event_stream_handler) if block_given?

  req = build_request(:invoke_inline_agent, params)

  req.context[:event_stream_handler] = event_stream_handler
  req.handlers.add(Aws::Binary::DecodeHandler, priority: 95)

  req.send_request(options, &block)
end

#optimize_prompt(params = {}) ⇒ Types::OptimizePromptResponse

Optimizes a prompt for the task that you specify. For more information, see Optimize a prompt in the Amazon Bedrock User Guide.

Examples:

EventStream Operation Example


You can process the event once it arrives immediately, or wait until the
full response is complete and iterate through the eventstream enumerator.

To interact with event immediately, you need to register #optimize_prompt
with callbacks. Callbacks can be registered for specific events or for all
events, including error events.

Callbacks can be passed into the `:event_stream_handler` option or within a
block statement attached to the #optimize_prompt call directly. Hybrid
pattern of both is also supported.

`:event_stream_handler` option takes in either a Proc object or
Aws::BedrockAgentRuntime::EventStreams::OptimizedPromptStream object.

Usage pattern a): Callbacks with a block attached to #optimize_prompt
  Example for registering callbacks for all event types and an error event

  client.optimize_prompt( # params input# ) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end

    stream.on_event do |event|
      # process all events arrive
      puts event.event_type
      ...
    end

  end

Usage pattern b): Pass in `:event_stream_handler` for #optimize_prompt

  1) Create a Aws::BedrockAgentRuntime::EventStreams::OptimizedPromptStream object
  Example for registering callbacks with specific events

    handler = Aws::BedrockAgentRuntime::EventStreams::OptimizedPromptStream.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_analyze_prompt_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::analyzePromptEvent
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_optimized_prompt_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::optimizedPromptEvent
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.optimize_prompt( # params input #, event_stream_handler: handler)

  2) Use a Ruby Proc object
  Example for registering callbacks with specific events

  handler = Proc.new do |stream|
    stream.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    stream.on_analyze_prompt_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::analyzePromptEvent
    end
    stream.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    stream.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    stream.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    stream.on_optimized_prompt_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::optimizedPromptEvent
    end
    stream.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    stream.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end
  end

  client.optimize_prompt( # params input #, event_stream_handler: handler)

Usage pattern c): Hybrid pattern of a) and b)

    handler = Aws::BedrockAgentRuntime::EventStreams::OptimizedPromptStream.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_analyze_prompt_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::analyzePromptEvent
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_optimized_prompt_event_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::optimizedPromptEvent
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.optimize_prompt( # params input #, event_stream_handler: handler) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end
  end

You can also iterate through events after the response complete.

Events are available at resp.optimized_prompt # => Enumerator
For parameter input example, please refer to following request syntax

Request syntax with placeholder values


resp = client.optimize_prompt({
  input: { # required
    text_prompt: {
      text: "TextPromptTextString", # required
    },
  },
  target_model_id: "OptimizePromptRequestTargetModelIdString", # required
})

Response structure


All events are available at resp.optimized_prompt:
resp.optimized_prompt #=> Enumerator
resp.optimized_prompt.event_types #=> [:access_denied_exception, :analyze_prompt_event, :bad_gateway_exception, :dependency_failed_exception, :internal_server_exception, :optimized_prompt_event, :throttling_exception, :validation_exception]

For :access_denied_exception event available at #on_access_denied_exception_event callback and response eventstream enumerator:
event.message #=> String

For :analyze_prompt_event event available at #on_analyze_prompt_event_event callback and response eventstream enumerator:
event.message #=> String

For :bad_gateway_exception event available at #on_bad_gateway_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :dependency_failed_exception event available at #on_dependency_failed_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :internal_server_exception event available at #on_internal_server_exception_event callback and response eventstream enumerator:
event.message #=> String

For :optimized_prompt_event event available at #on_optimized_prompt_event_event callback and response eventstream enumerator:
event.optimized_prompt.text_prompt.text #=> String

For :throttling_exception event available at #on_throttling_exception_event callback and response eventstream enumerator:
event.message #=> String

For :validation_exception event available at #on_validation_exception_event callback and response eventstream enumerator:
event.message #=> String

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :input (required, Types::InputPrompt)

    Contains the prompt to optimize.

  • :target_model_id (required, String)

    The unique identifier of the model that you want to optimize the prompt for.

Yields:

  • (event_stream_handler)

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 3113

def optimize_prompt(params = {}, options = {}, &block)
  params = params.dup
  event_stream_handler = case handler = params.delete(:event_stream_handler)
    when EventStreams::OptimizedPromptStream then handler
    when Proc then EventStreams::OptimizedPromptStream.new.tap(&handler)
    when nil then EventStreams::OptimizedPromptStream.new
    else
      msg = "expected :event_stream_handler to be a block or "\
            "instance of Aws::BedrockAgentRuntime::EventStreams::OptimizedPromptStream"\
            ", got `#{handler.inspect}` instead"
      raise ArgumentError, msg
    end

  yield(event_stream_handler) if block_given?

  req = build_request(:optimize_prompt, params)

  req.context[:event_stream_handler] = event_stream_handler
  req.handlers.add(Aws::Binary::DecodeHandler, priority: 95)

  req.send_request(options, &block)
end

#rerank(params = {}) ⇒ Types::RerankResponse

Reranks the relevance of sources based on queries. For more information, see Improve the relevance of query responses with a reranker model.

The returned response is a pageable response and is Enumerable. For details on usage see PageableResponse.

Examples:

Request syntax with placeholder values


resp = client.rerank({
  next_token: "NextToken",
  queries: [ # required
    {
      text_query: { # required
        text: "RerankTextDocumentTextString",
      },
      type: "TEXT", # required, accepts TEXT
    },
  ],
  reranking_configuration: { # required
    bedrock_reranking_configuration: { # required
      model_configuration: { # required
        additional_model_request_fields: {
          "AdditionalModelRequestFieldsKey" => {
          },
        },
        model_arn: "BedrockModelArn", # required
      },
      number_of_results: 1,
    },
    type: "BEDROCK_RERANKING_MODEL", # required, accepts BEDROCK_RERANKING_MODEL
  },
  sources: [ # required
    {
      inline_document_source: { # required
        json_document: {
        },
        text_document: {
          text: "RerankTextDocumentTextString",
        },
        type: "TEXT", # required, accepts TEXT, JSON
      },
      type: "INLINE", # required, accepts INLINE
    },
  ],
})

Response structure


resp.next_token #=> String
resp.results #=> Array
resp.results[0].document.text_document.text #=> String
resp.results[0].document.type #=> String, one of "TEXT", "JSON"
resp.results[0].index #=> Integer
resp.results[0].relevance_score #=> Float

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :next_token (String)

    If the total number of results was greater than could fit in a response, a token is returned in the nextToken field. You can enter that token in this field to return the next batch of results.

  • :queries (required, Array<Types::RerankQuery>)

    An array of objects, each of which contains information about a query to submit to the reranker model.

  • :reranking_configuration (required, Types::RerankingConfiguration)

    Contains configurations for reranking.

  • :sources (required, Array<Types::RerankSource>)

    An array of objects, each of which contains information about the sources to rerank.

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 3220

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

#retrieve(params = {}) ⇒ Types::RetrieveResponse

Queries a knowledge base and retrieves information from it.

The returned response is a pageable response and is Enumerable. For details on usage see PageableResponse.

Examples:

Request syntax with placeholder values


resp = client.retrieve({
  guardrail_configuration: {
    guardrail_id: "GuardrailConfigurationGuardrailIdString", # required
    guardrail_version: "GuardrailConfigurationGuardrailVersionString", # required
  },
  knowledge_base_id: "KnowledgeBaseId", # required
  next_token: "NextToken",
  retrieval_configuration: {
    vector_search_configuration: { # required
      filter: {
        and_all: [
          {
            # recursive RetrievalFilter
          },
        ],
        equals: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        greater_than: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        greater_than_or_equals: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        in: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        less_than: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        less_than_or_equals: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        list_contains: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        not_equals: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        not_in: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        or_all: [
          {
            # recursive RetrievalFilter
          },
        ],
        starts_with: {
          key: "FilterKey", # required
          value: { # required
          },
        },
        string_contains: {
          key: "FilterKey", # required
          value: { # required
          },
        },
      },
      implicit_filter_configuration: {
        metadata_attributes: [ # required
          {
            description: "MetadataAttributeSchemaDescriptionString", # required
            key: "MetadataAttributeSchemaKeyString", # required
            type: "STRING", # required, accepts STRING, NUMBER, BOOLEAN, STRING_LIST
          },
        ],
        model_arn: "BedrockModelArn", # required
      },
      number_of_results: 1,
      override_search_type: "HYBRID", # accepts HYBRID, SEMANTIC
      reranking_configuration: {
        bedrock_reranking_configuration: {
          metadata_configuration: {
            selection_mode: "SELECTIVE", # required, accepts SELECTIVE, ALL
            selective_mode_configuration: {
              fields_to_exclude: [
                {
                  field_name: "FieldForRerankingFieldNameString", # required
                },
              ],
              fields_to_include: [
                {
                  field_name: "FieldForRerankingFieldNameString", # required
                },
              ],
            },
          },
          model_configuration: { # required
            additional_model_request_fields: {
              "AdditionalModelRequestFieldsKey" => {
              },
            },
            model_arn: "BedrockRerankingModelArn", # required
          },
          number_of_reranked_results: 1,
        },
        type: "BEDROCK_RERANKING_MODEL", # required, accepts BEDROCK_RERANKING_MODEL
      },
    },
  },
  retrieval_query: { # required
    text: "KnowledgeBaseQueryTextString", # required
  },
})

Response structure


resp.guardrail_action #=> String, one of "INTERVENED", "NONE"
resp.next_token #=> String
resp.retrieval_results #=> Array
resp.retrieval_results[0].content.byte_content #=> String
resp.retrieval_results[0].content.row #=> Array
resp.retrieval_results[0].content.row[0].column_name #=> String
resp.retrieval_results[0].content.row[0].column_value #=> String
resp.retrieval_results[0].content.row[0].type #=> String, one of "BLOB", "BOOLEAN", "DOUBLE", "NULL", "LONG", "STRING"
resp.retrieval_results[0].content.text #=> String
resp.retrieval_results[0].content.type #=> String, one of "TEXT", "IMAGE", "ROW"
resp.retrieval_results[0].location.confluence_location.url #=> String
resp.retrieval_results[0].location.custom_document_location.id #=> String
resp.retrieval_results[0].location.kendra_document_location.uri #=> String
resp.retrieval_results[0].location.s3_location.uri #=> String
resp.retrieval_results[0].location.salesforce_location.url #=> String
resp.retrieval_results[0].location.share_point_location.url #=> String
resp.retrieval_results[0].location.sql_location.query #=> String
resp.retrieval_results[0].location.type #=> String, one of "S3", "WEB", "CONFLUENCE", "SALESFORCE", "SHAREPOINT", "CUSTOM", "KENDRA", "SQL"
resp.retrieval_results[0].location.web_location.url #=> String
resp.retrieval_results[0]. #=> Hash
resp.retrieval_results[0].score #=> Float

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :guardrail_configuration (Types::GuardrailConfiguration)

    Guardrail settings.

  • :knowledge_base_id (required, String)

    The unique identifier of the knowledge base to query.

  • :next_token (String)

    If there are more results than can fit in the response, the response returns a nextToken. Use this token in the nextToken field of another request to retrieve the next batch of results.

  • :retrieval_configuration (Types::KnowledgeBaseRetrievalConfiguration)

    Contains configurations for the knowledge base query and retrieval process. For more information, see Query configurations.

  • :retrieval_query (required, Types::KnowledgeBaseQuery)

    Contains the query to send the knowledge base.

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 3410

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

#retrieve_and_generate(params = {}) ⇒ Types::RetrieveAndGenerateResponse

Queries a knowledge base and generates responses based on the retrieved results and using the specified foundation model or inference profile. The response only cites sources that are relevant to the query.

Examples:

Request syntax with placeholder values


resp = client.retrieve_and_generate({
  input: { # required
    text: "RetrieveAndGenerateInputTextString", # required
  },
  retrieve_and_generate_configuration: {
    external_sources_configuration: {
      generation_configuration: {
        additional_model_request_fields: {
          "AdditionalModelRequestFieldsKey" => {
          },
        },
        guardrail_configuration: {
          guardrail_id: "GuardrailConfigurationGuardrailIdString", # required
          guardrail_version: "GuardrailConfigurationGuardrailVersionString", # required
        },
        inference_config: {
          text_inference_config: {
            max_tokens: 1,
            stop_sequences: ["RAGStopSequencesMemberString"],
            temperature: 1.0,
            top_p: 1.0,
          },
        },
        prompt_template: {
          text_prompt_template: "TextPromptTemplate",
        },
      },
      model_arn: "BedrockModelArn", # required
      sources: [ # required
        {
          byte_content: {
            content_type: "ContentType", # required
            data: "data", # required
            identifier: "Identifier", # required
          },
          s3_location: {
            uri: "S3Uri", # required
          },
          source_type: "S3", # required, accepts S3, BYTE_CONTENT
        },
      ],
    },
    knowledge_base_configuration: {
      generation_configuration: {
        additional_model_request_fields: {
          "AdditionalModelRequestFieldsKey" => {
          },
        },
        guardrail_configuration: {
          guardrail_id: "GuardrailConfigurationGuardrailIdString", # required
          guardrail_version: "GuardrailConfigurationGuardrailVersionString", # required
        },
        inference_config: {
          text_inference_config: {
            max_tokens: 1,
            stop_sequences: ["RAGStopSequencesMemberString"],
            temperature: 1.0,
            top_p: 1.0,
          },
        },
        prompt_template: {
          text_prompt_template: "TextPromptTemplate",
        },
      },
      knowledge_base_id: "KnowledgeBaseId", # required
      model_arn: "BedrockModelArn", # required
      orchestration_configuration: {
        additional_model_request_fields: {
          "AdditionalModelRequestFieldsKey" => {
          },
        },
        inference_config: {
          text_inference_config: {
            max_tokens: 1,
            stop_sequences: ["RAGStopSequencesMemberString"],
            temperature: 1.0,
            top_p: 1.0,
          },
        },
        prompt_template: {
          text_prompt_template: "TextPromptTemplate",
        },
        query_transformation_configuration: {
          type: "QUERY_DECOMPOSITION", # required, accepts QUERY_DECOMPOSITION
        },
      },
      retrieval_configuration: {
        vector_search_configuration: { # required
          filter: {
            and_all: [
              {
                # recursive RetrievalFilter
              },
            ],
            equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            greater_than: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            greater_than_or_equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            in: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            less_than: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            less_than_or_equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            list_contains: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            not_equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            not_in: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            or_all: [
              {
                # recursive RetrievalFilter
              },
            ],
            starts_with: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            string_contains: {
              key: "FilterKey", # required
              value: { # required
              },
            },
          },
          implicit_filter_configuration: {
            metadata_attributes: [ # required
              {
                description: "MetadataAttributeSchemaDescriptionString", # required
                key: "MetadataAttributeSchemaKeyString", # required
                type: "STRING", # required, accepts STRING, NUMBER, BOOLEAN, STRING_LIST
              },
            ],
            model_arn: "BedrockModelArn", # required
          },
          number_of_results: 1,
          override_search_type: "HYBRID", # accepts HYBRID, SEMANTIC
          reranking_configuration: {
            bedrock_reranking_configuration: {
              metadata_configuration: {
                selection_mode: "SELECTIVE", # required, accepts SELECTIVE, ALL
                selective_mode_configuration: {
                  fields_to_exclude: [
                    {
                      field_name: "FieldForRerankingFieldNameString", # required
                    },
                  ],
                  fields_to_include: [
                    {
                      field_name: "FieldForRerankingFieldNameString", # required
                    },
                  ],
                },
              },
              model_configuration: { # required
                additional_model_request_fields: {
                  "AdditionalModelRequestFieldsKey" => {
                  },
                },
                model_arn: "BedrockRerankingModelArn", # required
              },
              number_of_reranked_results: 1,
            },
            type: "BEDROCK_RERANKING_MODEL", # required, accepts BEDROCK_RERANKING_MODEL
          },
        },
      },
    },
    type: "KNOWLEDGE_BASE", # required, accepts KNOWLEDGE_BASE, EXTERNAL_SOURCES
  },
  session_configuration: {
    kms_key_arn: "KmsKeyArn", # required
  },
  session_id: "SessionId",
})

Response structure


resp.citations #=> Array
resp.citations[0].generated_response_part.text_response_part.span.end #=> Integer
resp.citations[0].generated_response_part.text_response_part.span.start #=> Integer
resp.citations[0].generated_response_part.text_response_part.text #=> String
resp.citations[0].retrieved_references #=> Array
resp.citations[0].retrieved_references[0].content.byte_content #=> String
resp.citations[0].retrieved_references[0].content.row #=> Array
resp.citations[0].retrieved_references[0].content.row[0].column_name #=> String
resp.citations[0].retrieved_references[0].content.row[0].column_value #=> String
resp.citations[0].retrieved_references[0].content.row[0].type #=> String, one of "BLOB", "BOOLEAN", "DOUBLE", "NULL", "LONG", "STRING"
resp.citations[0].retrieved_references[0].content.text #=> String
resp.citations[0].retrieved_references[0].content.type #=> String, one of "TEXT", "IMAGE", "ROW"
resp.citations[0].retrieved_references[0].location.confluence_location.url #=> String
resp.citations[0].retrieved_references[0].location.custom_document_location.id #=> String
resp.citations[0].retrieved_references[0].location.kendra_document_location.uri #=> String
resp.citations[0].retrieved_references[0].location.s3_location.uri #=> String
resp.citations[0].retrieved_references[0].location.salesforce_location.url #=> String
resp.citations[0].retrieved_references[0].location.share_point_location.url #=> String
resp.citations[0].retrieved_references[0].location.sql_location.query #=> String
resp.citations[0].retrieved_references[0].location.type #=> String, one of "S3", "WEB", "CONFLUENCE", "SALESFORCE", "SHAREPOINT", "CUSTOM", "KENDRA", "SQL"
resp.citations[0].retrieved_references[0].location.web_location.url #=> String
resp.citations[0].retrieved_references[0]. #=> Hash
resp.guardrail_action #=> String, one of "INTERVENED", "NONE"
resp.output.text #=> String
resp.session_id #=> String

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :input (required, Types::RetrieveAndGenerateInput)

    Contains the query to be made to the knowledge base.

  • :retrieve_and_generate_configuration (Types::RetrieveAndGenerateConfiguration)

    Contains configurations for the knowledge base query and retrieval process. For more information, see Query configurations.

  • :session_configuration (Types::RetrieveAndGenerateSessionConfiguration)

    Contains details about the session with the knowledge base.

  • :session_id (String)

    The unique identifier of the session. When you first make a RetrieveAndGenerate request, Amazon Bedrock automatically generates this value. You must reuse this value for all subsequent requests in the same conversational session. This value allows Amazon Bedrock to maintain context and knowledge from previous interactions. You can't explicitly set the sessionId yourself.

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 3693

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

#retrieve_and_generate_stream(params = {}) ⇒ Types::RetrieveAndGenerateStreamResponse

Queries a knowledge base and generates responses based on the retrieved results, with output in streaming format.

The CLI doesn't support streaming operations in Amazon Bedrock, including InvokeModelWithResponseStream.

Examples:

EventStream Operation Example


You can process the event once it arrives immediately, or wait until the
full response is complete and iterate through the eventstream enumerator.

To interact with event immediately, you need to register #retrieve_and_generate_stream
with callbacks. Callbacks can be registered for specific events or for all
events, including error events.

Callbacks can be passed into the `:event_stream_handler` option or within a
block statement attached to the #retrieve_and_generate_stream call directly. Hybrid
pattern of both is also supported.

`:event_stream_handler` option takes in either a Proc object or
Aws::BedrockAgentRuntime::EventStreams::RetrieveAndGenerateStreamResponseOutput object.

Usage pattern a): Callbacks with a block attached to #retrieve_and_generate_stream
  Example for registering callbacks for all event types and an error event

  client.retrieve_and_generate_stream( # params input# ) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end

    stream.on_event do |event|
      # process all events arrive
      puts event.event_type
      ...
    end

  end

Usage pattern b): Pass in `:event_stream_handler` for #retrieve_and_generate_stream

  1) Create a Aws::BedrockAgentRuntime::EventStreams::RetrieveAndGenerateStreamResponseOutput object
  Example for registering callbacks with specific events

    handler = Aws::BedrockAgentRuntime::EventStreams::RetrieveAndGenerateStreamResponseOutput.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_citation_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::citation
    end
    handler.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_guardrail_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::guardrail
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_output_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::output
    end
    handler.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    handler.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.retrieve_and_generate_stream( # params input #, event_stream_handler: handler)

  2) Use a Ruby Proc object
  Example for registering callbacks with specific events

  handler = Proc.new do |stream|
    stream.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    stream.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    stream.on_citation_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::citation
    end
    stream.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    stream.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    stream.on_guardrail_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::guardrail
    end
    stream.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    stream.on_output_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::output
    end
    stream.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    stream.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    stream.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    stream.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end
  end

  client.retrieve_and_generate_stream( # params input #, event_stream_handler: handler)

Usage pattern c): Hybrid pattern of a) and b)

    handler = Aws::BedrockAgentRuntime::EventStreams::RetrieveAndGenerateStreamResponseOutput.new
    handler.on_access_denied_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::accessDeniedException
    end
    handler.on_bad_gateway_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::badGatewayException
    end
    handler.on_citation_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::citation
    end
    handler.on_conflict_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::conflictException
    end
    handler.on_dependency_failed_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::dependencyFailedException
    end
    handler.on_guardrail_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::guardrail
    end
    handler.on_internal_server_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::internalServerException
    end
    handler.on_output_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::output
    end
    handler.on_resource_not_found_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::resourceNotFoundException
    end
    handler.on_service_quota_exceeded_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::serviceQuotaExceededException
    end
    handler.on_throttling_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::throttlingException
    end
    handler.on_validation_exception_event do |event|
      event # => Aws::BedrockAgentRuntime::Types::validationException
    end

  client.retrieve_and_generate_stream( # params input #, event_stream_handler: handler) do |stream|
    stream.on_error_event do |event|
      # catch unmodeled error event in the stream
      raise event
      # => Aws::Errors::EventError
      # event.event_type => :error
      # event.error_code => String
      # event.error_message => String
    end
  end

You can also iterate through events after the response complete.

Events are available at resp.stream # => Enumerator
For parameter input example, please refer to following request syntax

Request syntax with placeholder values


resp = client.retrieve_and_generate_stream({
  input: { # required
    text: "RetrieveAndGenerateInputTextString", # required
  },
  retrieve_and_generate_configuration: {
    external_sources_configuration: {
      generation_configuration: {
        additional_model_request_fields: {
          "AdditionalModelRequestFieldsKey" => {
          },
        },
        guardrail_configuration: {
          guardrail_id: "GuardrailConfigurationGuardrailIdString", # required
          guardrail_version: "GuardrailConfigurationGuardrailVersionString", # required
        },
        inference_config: {
          text_inference_config: {
            max_tokens: 1,
            stop_sequences: ["RAGStopSequencesMemberString"],
            temperature: 1.0,
            top_p: 1.0,
          },
        },
        prompt_template: {
          text_prompt_template: "TextPromptTemplate",
        },
      },
      model_arn: "BedrockModelArn", # required
      sources: [ # required
        {
          byte_content: {
            content_type: "ContentType", # required
            data: "data", # required
            identifier: "Identifier", # required
          },
          s3_location: {
            uri: "S3Uri", # required
          },
          source_type: "S3", # required, accepts S3, BYTE_CONTENT
        },
      ],
    },
    knowledge_base_configuration: {
      generation_configuration: {
        additional_model_request_fields: {
          "AdditionalModelRequestFieldsKey" => {
          },
        },
        guardrail_configuration: {
          guardrail_id: "GuardrailConfigurationGuardrailIdString", # required
          guardrail_version: "GuardrailConfigurationGuardrailVersionString", # required
        },
        inference_config: {
          text_inference_config: {
            max_tokens: 1,
            stop_sequences: ["RAGStopSequencesMemberString"],
            temperature: 1.0,
            top_p: 1.0,
          },
        },
        prompt_template: {
          text_prompt_template: "TextPromptTemplate",
        },
      },
      knowledge_base_id: "KnowledgeBaseId", # required
      model_arn: "BedrockModelArn", # required
      orchestration_configuration: {
        additional_model_request_fields: {
          "AdditionalModelRequestFieldsKey" => {
          },
        },
        inference_config: {
          text_inference_config: {
            max_tokens: 1,
            stop_sequences: ["RAGStopSequencesMemberString"],
            temperature: 1.0,
            top_p: 1.0,
          },
        },
        prompt_template: {
          text_prompt_template: "TextPromptTemplate",
        },
        query_transformation_configuration: {
          type: "QUERY_DECOMPOSITION", # required, accepts QUERY_DECOMPOSITION
        },
      },
      retrieval_configuration: {
        vector_search_configuration: { # required
          filter: {
            and_all: [
              {
                # recursive RetrievalFilter
              },
            ],
            equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            greater_than: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            greater_than_or_equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            in: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            less_than: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            less_than_or_equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            list_contains: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            not_equals: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            not_in: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            or_all: [
              {
                # recursive RetrievalFilter
              },
            ],
            starts_with: {
              key: "FilterKey", # required
              value: { # required
              },
            },
            string_contains: {
              key: "FilterKey", # required
              value: { # required
              },
            },
          },
          implicit_filter_configuration: {
            metadata_attributes: [ # required
              {
                description: "MetadataAttributeSchemaDescriptionString", # required
                key: "MetadataAttributeSchemaKeyString", # required
                type: "STRING", # required, accepts STRING, NUMBER, BOOLEAN, STRING_LIST
              },
            ],
            model_arn: "BedrockModelArn", # required
          },
          number_of_results: 1,
          override_search_type: "HYBRID", # accepts HYBRID, SEMANTIC
          reranking_configuration: {
            bedrock_reranking_configuration: {
              metadata_configuration: {
                selection_mode: "SELECTIVE", # required, accepts SELECTIVE, ALL
                selective_mode_configuration: {
                  fields_to_exclude: [
                    {
                      field_name: "FieldForRerankingFieldNameString", # required
                    },
                  ],
                  fields_to_include: [
                    {
                      field_name: "FieldForRerankingFieldNameString", # required
                    },
                  ],
                },
              },
              model_configuration: { # required
                additional_model_request_fields: {
                  "AdditionalModelRequestFieldsKey" => {
                  },
                },
                model_arn: "BedrockRerankingModelArn", # required
              },
              number_of_reranked_results: 1,
            },
            type: "BEDROCK_RERANKING_MODEL", # required, accepts BEDROCK_RERANKING_MODEL
          },
        },
      },
    },
    type: "KNOWLEDGE_BASE", # required, accepts KNOWLEDGE_BASE, EXTERNAL_SOURCES
  },
  session_configuration: {
    kms_key_arn: "KmsKeyArn", # required
  },
  session_id: "SessionId",
})

Response structure


resp.session_id #=> String
All events are available at resp.stream:
resp.stream #=> Enumerator
resp.stream.event_types #=> [:access_denied_exception, :bad_gateway_exception, :citation, :conflict_exception, :dependency_failed_exception, :guardrail, :internal_server_exception, :output, :resource_not_found_exception, :service_quota_exceeded_exception, :throttling_exception, :validation_exception]

For :access_denied_exception event available at #on_access_denied_exception_event callback and response eventstream enumerator:
event.message #=> String

For :bad_gateway_exception event available at #on_bad_gateway_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :citation event available at #on_citation_event callback and response eventstream enumerator:
event.citation.generated_response_part.text_response_part.span.end #=> Integer
event.citation.generated_response_part.text_response_part.span.start #=> Integer
event.citation.generated_response_part.text_response_part.text #=> String
event.citation.retrieved_references #=> Array
event.citation.retrieved_references[0].content.byte_content #=> String
event.citation.retrieved_references[0].content.row #=> Array
event.citation.retrieved_references[0].content.row[0].column_name #=> String
event.citation.retrieved_references[0].content.row[0].column_value #=> String
event.citation.retrieved_references[0].content.row[0].type #=> String, one of "BLOB", "BOOLEAN", "DOUBLE", "NULL", "LONG", "STRING"
event.citation.retrieved_references[0].content.text #=> String
event.citation.retrieved_references[0].content.type #=> String, one of "TEXT", "IMAGE", "ROW"
event.citation.retrieved_references[0].location.confluence_location.url #=> String
event.citation.retrieved_references[0].location.custom_document_location.id #=> String
event.citation.retrieved_references[0].location.kendra_document_location.uri #=> String
event.citation.retrieved_references[0].location.s3_location.uri #=> String
event.citation.retrieved_references[0].location.salesforce_location.url #=> String
event.citation.retrieved_references[0].location.share_point_location.url #=> String
event.citation.retrieved_references[0].location.sql_location.query #=> String
event.citation.retrieved_references[0].location.type #=> String, one of "S3", "WEB", "CONFLUENCE", "SALESFORCE", "SHAREPOINT", "CUSTOM", "KENDRA", "SQL"
event.citation.retrieved_references[0].location.web_location.url #=> String
event.citation.retrieved_references[0].metadata #=> Hash

For :conflict_exception event available at #on_conflict_exception_event callback and response eventstream enumerator:
event.message #=> String

For :dependency_failed_exception event available at #on_dependency_failed_exception_event callback and response eventstream enumerator:
event.message #=> String
event.resource_name #=> String

For :guardrail event available at #on_guardrail_event callback and response eventstream enumerator:
event.action #=> String, one of "INTERVENED", "NONE"

For :internal_server_exception event available at #on_internal_server_exception_event callback and response eventstream enumerator:
event.message #=> String

For :output event available at #on_output_event callback and response eventstream enumerator:
event.text #=> String

For :resource_not_found_exception event available at #on_resource_not_found_exception_event callback and response eventstream enumerator:
event.message #=> String

For :service_quota_exceeded_exception event available at #on_service_quota_exceeded_exception_event callback and response eventstream enumerator:
event.message #=> String

For :throttling_exception event available at #on_throttling_exception_event callback and response eventstream enumerator:
event.message #=> String

For :validation_exception event available at #on_validation_exception_event callback and response eventstream enumerator:
event.message #=> String

Parameters:

  • params (Hash) (defaults to: {})

    ({})

Options Hash (params):

  • :input (required, Types::RetrieveAndGenerateInput)

    Contains the query to be made to the knowledge base.

  • :retrieve_and_generate_configuration (Types::RetrieveAndGenerateConfiguration)

    Contains configurations for the knowledge base query and retrieval process. For more information, see Query configurations.

  • :session_configuration (Types::RetrieveAndGenerateSessionConfiguration)

    Contains details about the session with the knowledge base.

  • :session_id (String)

    The unique identifier of the session. When you first make a RetrieveAndGenerate request, Amazon Bedrock automatically generates this value. You must reuse this value for all subsequent requests in the same conversational session. This value allows Amazon Bedrock to maintain context and knowledge from previous interactions. You can't explicitly set the sessionId yourself.

Yields:

  • (event_stream_handler)

Returns:

See Also:



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# File 'gems/aws-sdk-bedrockagentruntime/lib/aws-sdk-bedrockagentruntime/client.rb', line 4192

def retrieve_and_generate_stream(params = {}, options = {}, &block)
  params = params.dup
  event_stream_handler = case handler = params.delete(:event_stream_handler)
    when EventStreams::RetrieveAndGenerateStreamResponseOutput then handler
    when Proc then EventStreams::RetrieveAndGenerateStreamResponseOutput.new.tap(&handler)
    when nil then EventStreams::RetrieveAndGenerateStreamResponseOutput.new
    else
      msg = "expected :event_stream_handler to be a block or "\
            "instance of Aws::BedrockAgentRuntime::EventStreams::RetrieveAndGenerateStreamResponseOutput"\
            ", got `#{handler.inspect}` instead"
      raise ArgumentError, msg
    end

  yield(event_stream_handler) if block_given?

  req = build_request(:retrieve_and_generate_stream, params)

  req.context[:event_stream_handler] = event_stream_handler
  req.handlers.add(Aws::Binary::DecodeHandler, priority: 95)

  req.send_request(options, &block)
end