Index

_

_active_flows (ConsoleAuthenticationFlowHandler attribute) _active_function (ContextState attribute) _active_instances (BaseExporter attribute) _active_isolated_exporters (ExporterManager attribute) _active_span_id_stack (ContextState attribute) _add_flow() (FastApiFrontEndPluginWorker method) _add_flow_cb (WebSocketAuthenticationFlowHandler attribute) _aget_relevant_documents() (NemoLangchainRetriever method) _ainvoke() (Function method) (LambdaFunction method) _ainvoke_fn (LambdaFunction attribute) _ALLOW_NONE (EnvConfigValue attribute) _app (_FastApiFrontEndController attribute) _args (MCPStdioClient attribute) _astream() (Function method) (LambdaFunction method) _astream_fn (LambdaFunction attribute) _attempt_token_refresh() (OAuth2AuthCodeFlowProvider method) _attributes (OtelSpan attribute) _auth_callback (MCPOAuth2Provider attribute) (OAuth2AuthCodeFlowProvider attribute) _auth_code_provider (MCPOAuth2Provider attribute) _auth_flow_timeout (MCPBaseClient attribute) _auth_provider (MCPBaseClient attribute) _auth_providers (WorkflowBuilder attribute) _authenticated_tokens (HTTPBasicAuthProvider attribute) _authorization_base_url() (DiscoverOAuth2Endpoints method) (DynamicClientRegistration method) _batch_lock (BatchingProcessor attribute) _batch_queue (BatchingProcessor attribute) _batch_size (BatchingProcessor attribute) _batches_created (BatchingProcessor attribute) _bearer_token_validator (IntrospectionTokenVerifier attribute) _bound_params (MilvusRetriever attribute) (NemoRetriever attribute) _branches (RouterAgentGraph attribute) _branches_dict (RouterAgentGraph attribute) _bucket_name (MySQLObjectStore attribute) (RedisObjectStore attribute) _build_function() (WorkflowBuilder method) _build_function_group() (WorkflowBuilder method) _build_graph() (BaseAgent method) (DualNodeAgent method) (ReWOOAgentGraph method) (RouterAgentGraph method) (ToolCallAgentGraph method) _build_llm_call_patch() (SemanticKernelProfilerHandler method) _build_params() (StartCommandGroup method) _build_path_aware_discovery_urls() (DiscoverOAuth2Endpoints method) _build_redirect_app() (ConsoleAuthenticationFlowHandler method) _build_tool_call_patch() (SemanticKernelProfilerHandler method) _build_typevar_mapping() (TypeIntrospectionMixin method) _builder (MCPOAuth2Provider attribute) _builder_llms (SemanticKernelProfilerHandler attribute) _cached_credentials (MCPOAuth2Provider attribute) _cached_endpoints (DiscoverOAuth2Endpoints attribute) (MCPOAuth2Provider attribute) _calc_fit_and_gpu_estimate() (CalcRunner method) _calc_gpu_estimates_based_on_slope() (CalcRunner method) _calc_gpu_estimates_per_concurrency() (CalcRunner method) _calculate_insertion_position() (ProcessingExporter method) _call_llm() (BaseAgent method) _call_tool() (BaseAgent method) _CallTiming (class in nat.eval.runtime_evaluator.evaluate) _cancel_tasks() (BaseExporter method) _chat_request_or_message_to_chat_request() (in module nat.data_models.api_server) _chat_request_or_message_to_string() (in module nat.data_models.api_server) _chat_request_to_chat_request_or_message() (in module nat.data_models.api_server) _chat_response_chunk_to_string() (in module nat.data_models.api_server) _check_field_support() (GatedFieldMixin class method) _check_jwt_policies() (BearerTokenValidator method) _check_opaque_policies() (BearerTokenValidator method) _check_pipeline_locked() (ProcessingExporter method) _check_processor_compatibility() (ProcessingExporter method) _cleanup() (BaseExporter method) (ProcessingExporter method) (SpanExporter method) (WeaveExporter method) _cleanup_check_interval (MCPFunctionGroup attribute) _cleanup_dead_references() (ResourceConflictMixin method) _cleanup_inactive_sessions() (MCPFunctionGroup method) _cleanup_instance_tracking() (BaseExporter class method) _cleanup_isolated_exporters() (ExporterManager method) _cleanup_old_files() (FileExportMixin method) _cleanup_old_files_sync() (FileExportMixin method) _cleanup_on_init (FileExportMixin attribute) _cleanup_single_exporter() (ExporterManager method) _cleanup_weave_calls() (WeaveExporter method) _client (Mem0Editor attribute) (MilvusRetriever attribute) (RedisEditor attribute) (RedisObjectStore attribute) (S3ObjectStore attribute) (ZepEditor attribute) _client_args (S3ObjectStore attribute) _client_config (MCPFunctionGroup attribute) _client_context (S3ObjectStore attribute) _client_id (SpanToDFWRecordProcessor attribute), [1] _closed (AsyncIOProducerConsumerQueue attribute) (Subject attribute) _cluster (FastApiFrontEndPlugin attribute) _CODE_ATTRS (in module nat.utils.exception_handlers.automatic_retries) _code_matches() (in module nat.utils.exception_handlers.automatic_retries) _collect_all_mixin_configs() (GatedFieldMixin class method) _command (MCPStdioClient attribute) _commands (StartCommandGroup attribute) _component_group_order (in module nat.builder.component_utils) _component_type (ComponentDiscoveryMetadata attribute) _compute_confidence_intervals() (ProfilerRunner method) _compute_llm_latency_confidence_intervals() (ProfilerRunner method) _compute_throughput_estimates() (ProfilerRunner method) _compute_usage_stats() (EvaluationRun method) _compute_workflow_run_time_confidence_intervals() (ProfilerRunner method) _config (AuthProviderBase attribute) (FastApiFrontEndPluginWorkerBase attribute) (FunctionGroup attribute) _config_file_path (FastApiFrontEndPluginWorkerBase attribute) _configuration_directory (Settings attribute) _conn_pool (MySQLObjectStore attribute) _connection_established (MCPBaseClient attribute) _construct_authentication_header() (APIKeyAuthProvider method) _contains_typevar() (TypeIntrospectionMixin method) _context (Function attribute) (Runner attribute) (SessionManager attribute) (UserManagerHolder attribute) _context_state (BaseExporter attribute) (Context attribute) (IntermediateStepManager attribute) (RedactionContext attribute), [1] (RedactionManager attribute) (Runner attribute) (SessionManager attribute) (UserInteractionManager attribute) (Workflow attribute) (WorkflowBuilder attribute) _continue_pipeline_after() (ProcessingExporter method) _conversation_id (WebSocketMessageHandler attribute) _convert() (TypeConverter method) _convert_input() (FunctionBase method) _converter (FunctionBase attribute) (ProfilerRunner attribute) _converter_list (FunctionBase attribute) _converters (TypeConverter attribute) _create_authorization_url() (ConsoleAuthenticationFlowHandler method) (WebSocketAuthenticationFlowHandler method) _create_batch() (BatchingProcessor method) _create_combined_validator() (GatedFieldMixin class method) _create_export_task() (ProcessingExporter method) _create_gated_field_validator() (GatedFieldMixin class method) _create_job() (JobStore method) _create_mcp_client_config() (in module nat.cli.commands.mcp.mcp) _create_memory_item() (RedisEditor method) _create_session_client() (MCPFunctionGroup method) _create_token_verifier() (MCPFrontEndPlugin method) _create_weave_call() (WeaveExporter method) _create_with_shared_registry() (ExporterManager class method) _CredBase (class in nat.data_models.authentication) _dask_available (FastApiFrontEndPluginWorkerBase attribute) _db (RedisObjectStore attribute) _db_url (FastApiFrontEndPluginWorkerBase attribute) _deep_merge_dict() (in module nat.profiler.parameter_optimization.update_helpers) _default_params (MilvusRetriever attribute) _dependencies (ChildBuilder attribute) _dict (AsyncDictionary attribute) (AsyncSafeWeakKeyDictionary attribute) _discover_and_register() (MCPOAuth2Provider method) _discover_signature_method() (TypeIntrospectionMixin method) _discover_via_issuer_or_base() (DiscoverOAuth2Endpoints method) _discoverer (MCPOAuth2Provider attribute) _discovery_cache_ttl (BearerTokenValidator attribute) _discovery_metadata (AbstractRegistryHandler attribute) _disposed (Subject attribute) _do_compute_annotation() (TypeRegistry method) _done (BatchingProcessor attribute) _done_callback (BatchingProcessor attribute) _drop_nones (ProcessingExporter attribute) _drop_on_overflow (BatchingProcessor attribute) _dropped_attributes (OtelSpan attribute) _dropped_events (OtelSpan attribute) _dropped_links (OtelSpan attribute) _editor (MemoryIOBase attribute) _effective_config (LayeredConfig attribute) _effective_scopes (MCPOAuth2Provider property) _elastic_client (ElasticsearchMixin attribute) _embedder (MilvusRetriever attribute) (RedisEditor attribute) _embedder_client_framework_to_provider (TypeRegistry attribute) _embedder_client_provider_to_framework (TypeRegistry attribute) _embedders (WorkflowBuilder attribute) _enable_rolling (FileExportMixin attribute) _end_time (OtelSpan attribute) _ended (OtelSpan attribute) _endpoint (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _ensure_registry_owned() (ExporterManager method) _ensure_verification_path() (OAuth2ResourceServerConfig method) _entity (WeaveExporter attribute) _entry_fn (Runner attribute) (Workflow attribute) _env (MCPStdioClient attribute) _ENV_KEY (EnvConfigValue attribute) _ENV_KEY_OVERRIDE (EnvConfigValue attribute) _error (Subject attribute) _eval_input_to_dataframe() (DatasetHandler method) _evaluators (WorkflowEvalBuilder attribute) _event_stream (ContextState attribute) _events (OtelSpan attribute) _execute_single_tool() (ReWOOAgentGraph method) _exit_stack (MCPBaseClient attribute) (WorkflowBuilder attribute) _export_contract (DFWExporter attribute) _export_final_item() (ProcessingExporter method) _export_with_processing() (ProcessingExporter method) _exporter (DynamicTraceExporterOptWrite attribute) (PhoenixMixin attribute) (RagaAICatalystMixin attribute) _exporter_manager (Runner attribute) (Workflow attribute) _exporter_registry (ExporterManager attribute) _extract_audience_from_claims() (BearerTokenValidator method) _extract_audience_from_introspection() (BearerTokenValidator method) _extract_between_separators() (in module nat.tool.code_execution.utils) _extract_from_www_authenticate_header() (DiscoverOAuth2Endpoints method) _extract_input_output_types() (TypeIntrospectionMixin method) _extract_instance_types_from_mro() (TypeIntrospectionMixin method) _extract_last_user_message_content() (WebSocketMessageHandler method) _extract_status_code() (in module nat.utils.exception_handlers.automatic_retries) _extract_token_base_model() (LangchainProfilerHandler method) _extract_token_usage_meta() (LinearModel method), [1] (RandomForestModel method), [1] _extract_tools_schema() (in module nat.profiler.callbacks.langchain_callback_handler) _extract_types_from_signature_method() (TypeIntrospectionMixin method) _extract_url() (in module nat.plugins.mcp.exception_handler) _FastApiFrontEndController (class in nat.front_ends.fastapi.fastapi_front_end_controller) _fetch_jwks() (BearerTokenValidator method) _fetch_pr_issuer() (DiscoverOAuth2Endpoints method) _filepath (FileExportMixin attribute) _filter_criteria (LogFilter attribute) _filter_fn (FunctionGroup attribute) _find_blocking_key() (GatedFieldMixin class method) _finish_weave_call() (WeaveExporter method) _first_write (FileExportMixin attribute) _flatten() (in module nat.retriever.nemo_retriever.retriever) _flatten_features() (LinearModel method), [1] (RandomForestModel method), [1] _flow_handler (DiscoverOAuth2Endpoints attribute) (MCPOAuth2Provider attribute) (WebSocketMessageHandler attribute) _flows (ConsoleAuthenticationFlowHandler attribute) _FlowState (class in nat.front_ends.console.authentication_flow_handler) _flush_interval (BatchingProcessor attribute) _flush_task (BatchingProcessor attribute) _fn_should_be_included() (FunctionGroup method) _format_attributes() (OtelSpan static method) _format_conflict_error() (FileExportMixin method) (ResourceConflictMixin method) _format_context() (OtelSpan static method) _format_events() (OtelSpan static method) _format_links() (OtelSpan static method) _FRAMEWORK_REGEX_MAP (in module nat.profiler.utils) _front_end_config (FastApiFrontEndPluginWorkerBase attribute) (FrontEndBase attribute) _full_config (FrontEndBase attribute) _function_groups (WorkflowBuilder attribute) _functions (FunctionGroup attribute) (WorkflowBuilder attribute) _gc (WeaveExporter attribute) _generate_nonzero_span_id() (in module nat.data_models.span) _generate_nonzero_trace_id() (in module nat.data_models.span) _generate_plan_for_temperature() (MultiLLMPlanner method) _generate_plans_for_llm() (MultiLLMPlanner method) _generate_response_to_chat_response() (in module nat.data_models.api_server) _generate_response_to_str() (in module nat.data_models.api_server) _generate_valid_classname() (in module nat.cli.commands.workflow.workflow_commands) _get_all_but_excluded_functions() (FunctionGroup method) _get_all_functions() (MCPFrontEndPluginWorkerBase method) _get_annotated_type() (in module nat.builder.function_info) _get_auth_headers() (AuthAdapter method) _get_branch() (RouterAgentGraph method) _get_chat_history() (BaseAgent method) _get_current_level_status() (ReWOOAgentGraph static method) _get_description_from_config() (in module nat.tool.retriever) _get_execute_url() (LocalSandbox method) (PistonSandbox method) (Sandbox method) _get_exit_stack() (WorkflowBuilder method) _get_fn_name() (FunctionGroup method) _get_function_output_type() (in module nat.control_flow.sequential_executor) _get_input_validator() (TypeIntrospectionMixin method) _get_key() (ObjectStoreTokenStorage method) _get_module_name() (in module nat.cli.commands.workflow.workflow_commands) _get_nat_dependency() (in module nat.cli.commands.workflow.workflow_commands) _get_nat_version() (in module nat.cli.commands.workflow.workflow_commands) _get_oidc_configuration() (BearerTokenValidator method) _get_origin_or_base() (in module nat.data_models.common) _get_output_validator() (TypeIntrospectionMixin method) _get_prediction_inputs() (WeaveEvaluationIntegration method) _get_random_session_id() (MCPFunctionGroup method) _get_relevant_documents() (NemoLangchainRetriever method) _get_resource_identifiers() (FileExportMixin method) (ResourceConflictMixin method) _get_session_client() (MCPFunctionGroup method) _get_session_id_from_context() (MCPFunctionGroup method) _get_shared_instrumentation_scope() (in module nat.plugins.opentelemetry.span_converter) _get_shared_resource() (in module nat.plugins.opentelemetry.span_converter) _get_string_value() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_to_dfw) _get_timezone_obj() (in module nat.tool.datetime_tools) _get_tool() (ReActAgentGraph method) (ReWOOAgentGraph method) _get_tool_call_timeout() (MCPBaseClient method) _get_union_info() (TypeIntrospectionMixin method) _get_weave_dataset() (WeaveEvaluationIntegration method) _get_worker_instance() (MCPFrontEndPlugin method) _get_workflow_alias() (EvaluationRun method) _global_converter (GlobalTypeConverter attribute) _global_initialized (TypeConverter attribute) _global_registry (GlobalTypeRegistry attribute) _global_settings (GlobalSettings attribute) _handle_custom() (StepAdaptor method) _handle_custom_dataset() (DatasetHandler method) _handle_function() (StepAdaptor method) _handle_http_basic() (ConsoleAuthenticationFlowHandler static method) _handle_llm() (StepAdaptor method) _handle_oauth2_auth_code_flow() (ConsoleAuthenticationFlowHandler method) (MCPAuthenticationFlowHandler method) (WebSocketAuthenticationFlowHandler method) _handle_tool() (StepAdaptor method) _has_cached_auth_token() (MCPBaseClient method) _headers (RestRegistryHandler attribute) _history (StepAdaptor attribute) _host (MySQLObjectStore attribute) (RedisObjectStore attribute) _http_flow_handler (FastApiFrontEndPluginWorkerBase attribute) _httpx_auth (MCPBaseClient attribute) _HumanPromptOAuthConsent (class in nat.data_models.interactive) _index (ElasticsearchMixin attribute) _indirect_warnings_shown (TypeConverter attribute) _info (LambdaFunction attribute) _initial_connection (MCPBaseClient attribute) _input_message (Runner attribute) _input_message_token (Runner attribute) _input_schema (FunctionBase attribute) (MCPToolClient attribute) _instance_count (BaseExporter attribute) _instance_name (FunctionGroup attribute) _instrumentation_scope (OtelSpan attribute) _instrumented (ADKProfilerHandler attribute) _interpolate_variables() (in module nat.utils.io.yaml_tools) _introspection_cache (BearerTokenValidator attribute) _InvokeFnT (in module nat.builder.function) _is_closed (AsyncIOProducerConsumerQueue attribute) _is_expired() (BearerTokenValidator method) _is_https_or_localhost() (OAuth2ResourceServerConfig static method) _is_isolated_instance (BaseExporter attribute) _is_jwt_token() (BearerTokenValidator method) _is_nat_version_prerelease() (in module nat.cli.commands.workflow.workflow_commands) _is_not_yet_valid() (BearerTokenValidator method) _is_pydantic_type_compatible() (TypeIntrospectionMixin method) _is_registry_shared (ExporterManager attribute) _is_reserved() (in module nat.front_ends.fastapi.fastapi_front_end_config) _isolated_instances (BaseExporter attribute) _items_dropped (BatchingProcessor attribute) _items_processed (BatchingProcessor attribute) _job_store (FastApiFrontEndPluginWorkerBase attribute) _jwks_cache (BearerTokenValidator attribute) _jwks_cache_ttl (BearerTokenValidator attribute) _key_prefix (RedisEditor attribute) _kind (OtelSpan attribute) _last_cleanup_check (MCPFunctionGroup attribute) _last_flush_time (BatchingProcessor attribute) _last_tool_map (LlamaIndexProfilerHandler attribute) _library_instrumented (in module nat.profiler.decorators.framework_wrapper) _links (OtelSpan attribute) _llm_call_monkey_patch() (ADKProfilerHandler method) (AgnoProfilerHandler method) (CrewAIProfilerHandler method) _llm_client_framework_to_provider (TypeRegistry attribute) _llm_client_provider_to_framework (TypeRegistry attribute) _llms (WorkflowBuilder attribute) _load_commands() (StartCommandGroup method) _load_custom_function() (EvalDatasetCustomConfig method) _load_custom_pre_eval_process_function() (DatasetHandler method) _lock (ADKProfilerHandler attribute) (AgnoProfilerHandler attribute) (AsyncDictionary attribute) (AsyncSafeWeakKeyDictionary attribute) (AuthAdapter attribute) (CrewAIProfilerHandler attribute) (ExporterManager attribute) (FileExportMixin attribute) (InMemoryObjectStore attribute) (LangchainProfilerHandler attribute) (LlamaIndexProfilerHandler attribute) (SemanticKernelProfilerHandler attribute) (Subject attribute)

_locks (KeyedLock attribute) _log_build_failure() (WorkflowBuilder method) _log_build_failure_component() (WorkflowBuilder method) _log_build_failure_evaluator() (WorkflowEvalBuilder method) _log_build_failure_workflow() (WorkflowBuilder method) _log_profiler_metrics() (WeaveEvaluationIntegration method) _log_tool_response() (BaseAgent method) _logging_handlers (WorkflowBuilder attribute) _loop (BaseExporter attribute) _LT (in module nat.data_models.common) _make_key() (RedisObjectStore method) _make_thinking_decorator() (in module nat.llm.utils.thinking) _max_concurrency (SessionManager attribute) _MAX_EMPTY_CALLS (in module nat.plugins.agno.tool_wrapper) _max_file_size (FileExportMixin attribute) _max_files (FileExportMixin attribute) _max_positions (TqdmPositionRegistry attribute) _max_queue_size (BatchingProcessor attribute) _maybe_bind_llm_and_yield() (ReActAgentGraph method) _maybe_warn_indirect() (TypeConverter method) _mcp_client (MCPFunctionGroup attribute) _mcp_client_server_name (MCPFunctionGroup attribute) _mcp_client_transport (MCPFunctionGroup attribute) _memory_clients (WorkflowBuilder attribute) _message_parent_id (MessageValidator attribute) (WebSocketMessageHandler attribute) _message_type_schema_mapping (MessageValidator attribute) _message_validator (WebSocketMessageHandler attribute) _metadata (ContextState attribute) _metadata_items (ComponentDiscoveryMetadata attribute) _metadata_stack (SpanExporter attribute) _mode (FileExportMixin attribute) _model (ModelTrainer attribute) _MODEL_KEYS (in module nat.data_models.thinking_mixin) _model_name_or_path (SweBenchEvaluator attribute) _name (OtelSpan attribute) _nat_artifact (AbstractRegistryHandler attribute) _nat_chat_request_to_string() (in module nat.data_models.api_server) _nat_chat_response_to_string() (in module nat.data_models.api_server) _nat_oauth2_authenticate() (MCPOAuth2Provider method) _NEMOTRON_REGEX (in module nat.data_models.thinking_mixin) _oauth_client (ConsoleAuthenticationFlowHandler attribute) (MCPAuthenticationFlowHandler attribute) _object_store (InMemoryTokenStorage attribute) (ObjectStoreTokenStorage attribute) _object_stores (WorkflowBuilder attribute) _observer (Subscription attribute) _observers (Subject attribute) _oidc_config_cache (BearerTokenValidator attribute) _on_complete (Observer attribute) _on_error (Observer attribute) _on_next (Observer attribute) _original_llm_call (ADKProfilerHandler attribute) (AgnoProfilerHandler attribute) (CrewAIProfilerHandler attribute) _original_tool_call (ADKProfilerHandler attribute) (SemanticKernelProfilerHandler attribute) _original_tool_execute (AgnoProfilerHandler attribute) _original_tool_use (CrewAIProfilerHandler attribute) _output (ActiveFunctionContextManager attribute) _outstanding_flows (FastApiFrontEndPluginWorker attribute) _outstanding_flows_lock (FastApiFrontEndPluginWorker attribute) _outstanding_spans (SpanExporter attribute) _outstanding_start_steps (IntermediateStepManager attribute) _parent (OtelSpan attribute) (TypeConverter attribute) _parent_client (MCPToolClient attribute) _parse_json() (BaseAgent method) _parse_planner_dependencies() (ReWOOAgentGraph static method) _parse_planner_output() (ReWOOAgentGraph static method) _parse_request_output() (LocalSandbox method) (PistonSandbox method) (Sandbox method) _parse_tool_input() (ReWOOAgentGraph static method) _password (MySQLObjectStore attribute) _patch_llm_based_on_config() (in module nat.plugins.agno.llm) (in module nat.plugins.crewai.llm) (in module nat.plugins.langchain.llm) (in module nat.plugins.llama_index.llm) (in module nat.plugins.semantic_kernel.llm) _patch_methods (SemanticKernelProfilerHandler attribute) _pattern_to_regex() (in module nat.utils.exception_handlers.automatic_retries) _per_function_filter_fn (FunctionGroup attribute) _periodic_cleanup() (FastApiFrontEndPlugin static method) _periodic_cleanup_future (FastApiFrontEndPlugin attribute) _pipeline_locked (ProcessingExporter attribute) _Placeholder (class in nat.cli.cli_utils.config_override) _port (MySQLObjectStore attribute) (RedisObjectStore attribute) _positions (TqdmPositionRegistry attribute) _pre_start() (BaseExporter method) (ProcessingExporter method) _prep_for_model_training() (LinearModel method), [1] (RandomForestModel method), [1] _prep_single() (LinearModel method), [1] (RandomForestModel method), [1] _prepare_request() (LocalSandbox method) (PistonSandbox method) (Sandbox method) _prepare_serialized_args_kwargs() (in module nat.profiler.decorators.function_tracking) _preprocess_dataframe() (DatasetHandler method) _preprocess_eval_dataframe() (DatasetHandler method) _preprocess_eval_input() (DatasetHandler method) _preprocess_for_forecasting() (LinearModel method), [1] (RandomForestModel method), [1] _private_name (IsolatedAttribute attribute) _process_end_event() (SpanExporter method) (WeaveExporter method) _process_pipeline() (ProcessingExporter method) _process_start_event() (SpanExporter method) (WeaveExporter method) _process_streaming_output() (SerializeMixin method) _process_through_processors() (ProcessingExporter method) _process_validation_error() (in module nat.data_models.config) _process_websocket_user_interaction_response_message() (WebSocketMessageHandler method) _process_websocket_user_message() (WebSocketMessageHandler method) _processor (FileExporter attribute) _processor_names (ProcessingExporter attribute) _processors (ProcessingExporter attribute) _project (FileExportMixin attribute) (PhoenixMixin attribute) (WeaveExporter attribute) _publish_route (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _pull_route (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _queue_overflows (BatchingProcessor attribute) _ready_event (BaseExporter attribute) _rebuild_union() (TraceAdapterRegistry class method), [1], [2] _reconnect() (MCPBaseClient method) _reconnect_enabled (MCPBaseClient attribute) _reconnect_initial_backoff (MCPBaseClient attribute) _reconnect_lock (MCPBaseClient attribute) _reconnect_max_attempts (MCPBaseClient attribute) _reconnect_max_backoff (MCPBaseClient attribute) _redaction_context (ContextualRedactionProcessor attribute) _redirect_app (ConsoleAuthenticationFlowHandler attribute) (MCPAuthenticationFlowHandler attribute) _redirect_host (MCPAuthenticationFlowHandler attribute) _redirect_port (MCPAuthenticationFlowHandler attribute) _register_resources() (ResourceConflictMixin method) _registered_auth_provider_infos (TypeRegistry attribute) _registered_channel_map (TypeRegistry attribute) _registered_embedder_provider_infos (TypeRegistry attribute) _registered_evaluator_infos (TypeRegistry attribute) _registered_front_end_infos (TypeRegistry attribute) _registered_front_ends (StartCommandGroup attribute) _registered_function_groups (TypeRegistry attribute) _registered_functions (TypeRegistry attribute) _registered_llm_provider_infos (TypeRegistry attribute) _registered_logging_methods (TypeRegistry attribute) _registered_memory_infos (TypeRegistry attribute) _registered_object_store_infos (TypeRegistry attribute) _registered_packages (TypeRegistry attribute) _registered_registry_handler_infos (TypeRegistry attribute) _registered_retriever_provider_infos (TypeRegistry attribute) _registered_telemetry_exporters (TypeRegistry attribute) _registered_tool_wrappers (TypeRegistry attribute) _registered_ttc_strategies (TypeRegistry attribute) _registered_types (TraceAdapterRegistry attribute), [1], [2] _registrar (MCPOAuth2Provider attribute) _registration_changed() (TypeRegistry method) _registration_changed_hooks (TypeRegistry attribute) _registration_changed_hooks_active (TypeRegistry attribute) _registries (ResourceConflictMixin attribute) _registry (WorkflowBuilder attribute) _remove_flow() (FastApiFrontEndPluginWorker method) _remove_flow_cb (WebSocketAuthenticationFlowHandler attribute) _remove_outliers() (in module nat.profiler.calc.calculations) _remove_route (RestRegistryHandler attribute) _removed_root_handlers (WorkflowBuilder attribute) _replace_placeholder() (ReWOOAgentGraph static method) _repr() (CallNode method) _request (RequestAttributes attribute) _require_https() (BearerTokenValidator method) _require_valid_url() (OAuth2ResourceServerConfig class method) _resolve_jwks_uri() (BearerTokenValidator method) _resolve_typevar_recursively() (TypeIntrospectionMixin method) _resource (OtelSpan attribute) (OtelSpanExporter attribute), [1] _retriever_client_framework_to_provider (TypeRegistry attribute) _retriever_client_provider_to_framework (TypeRegistry attribute) _retrievers (WorkflowBuilder attribute) _retry_decorator() (in module nat.utils.exception_handlers.automatic_retries) _revalidate() (Settings method) _roll_file() (FileExportMixin method) _run_exporter() (ExporterManager method) _run_id_to_llm_input (LangchainProfilerHandler attribute) (LlamaIndexProfilerHandler attribute) _run_id_to_model_name (LangchainProfilerHandler attribute) _run_id_to_start_time (LangchainProfilerHandler attribute) _run_id_to_timestamp (LlamaIndexProfilerHandler attribute) _run_id_to_tool_input (LangchainProfilerHandler attribute) (LlamaIndexProfilerHandler attribute) _run_workflow() (WebSocketMessageHandler method) _running (BaseExporter attribute) (ExporterManager attribute) _running_workflow_task (WebSocketMessageHandler attribute) _s3_client (DatasetDownloader attribute) (OutputUploader attribute) _SAMPLED_TRACE_FLAGS (in module nat.plugins.opentelemetry.span_converter) _save_settings() (Settings method) _saved_context (SessionManager attribute) _schedule_flush() (BatchingProcessor method) _scheduler_address (FastApiFrontEndPlugin attribute) (FastApiFrontEndPluginWorkerBase attribute) (JobStore attribute) _schema (MySQLObjectStore property) _schema_output_mapping (WebSocketMessageHandler attribute) _schemas (SchemaRegistry attribute) _search() (MilvusRetriever method) (NemoRetriever method) _search_func (MilvusRetriever attribute) (NemoRetriever attribute) _search_route (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _search_with_iterator() (MilvusRetriever method) _send_request() (Sandbox method) _serialize_data() (in module nat.profiler.decorators.function_tracking) _serialize_payload() (SerializeMixin method) _server (_FastApiFrontEndController attribute) _server_background_task (_FastApiFrontEndController attribute) _server_controller (ConsoleAuthenticationFlowHandler attribute) (MCPAuthenticationFlowHandler attribute) _server_lock (ConsoleAuthenticationFlowHandler attribute) (MCPAuthenticationFlowHandler attribute) _server_task (MCPAuthenticationFlowHandler attribute) _session (JobStore attribute) (MCPBaseClient attribute) (MCPToolClient attribute) _session_manager (WebSocketMessageHandler attribute) _session_rwlock (MCPFunctionGroup attribute) _session_usage_context() (MCPFunctionGroup method) _sessions (MCPFunctionGroup attribute) _set_auth_defaults() (in module nat.cli.commands.mcp.mcp) _set_custom_auth_callback() (MCPOAuth2Provider method) (OAuth2AuthCodeFlowProvider method) _settings_changed() (Settings method) _settings_changed_hooks (Settings attribute) _settings_changed_hooks_active (Settings attribute) _setup_debug_endpoints() (MCPFrontEndPluginWorkerBase method) _setup_direct_mixin() (GatedFieldMixin class method) _setup_file_paths() (FileExportMixin method) _setup_health_endpoint() (MCPFrontEndPluginWorkerBase method) _setup_worker() (FastApiFrontEndPlugin static method) _shared (in module nat.plugins.opentelemetry.span_converter) _shared_auth_provider (MCPFunctionGroup attribute) _SharedObjects (class in nat.plugins.opentelemetry.span_converter) _should_roll_file() (FileExportMixin method) _shutdown_batches (BatchingProcessor attribute) _shutdown_complete (BatchingProcessor attribute) _shutdown_complete_event (BatchingProcessor attribute) _shutdown_event (BaseExporter attribute) (ExporterManager attribute) _shutdown_requested (BatchingProcessor attribute) _shutdown_timeout (BatchingProcessor attribute) (ExporterManager attribute) _signature_method (ProcessingExporter attribute) (Processor attribute) _socket (WebSocketMessageHandler attribute) _source (EnvConfigValue attribute) _SPAN_PREFIX (in module nat.data_models.span) _span_prefix (SpanExporter attribute) (SpanTaggingProcessor attribute) _span_stack (SpanExporter attribute) _start() (BaseExporter method) _start_redirect_server() (ConsoleAuthenticationFlowHandler method) (MCPAuthenticationFlowHandler method) _start_time (OtelSpan attribute) _state (LangchainProfilerHandler attribute) (Runner attribute) _status (OtelSpan attribute) _status_description (OtelSpan attribute) _step_adaptor (WebSocketMessageHandler attribute) _step_matches_filter() (StepAdaptor method) _stop_redirect_server() (ConsoleAuthenticationFlowHandler method) _stopped (Observer attribute) _storage (InMemoryTokenStorage attribute) _store (InMemoryObjectStore attribute) _stream_llm() (BaseAgent method) _StreamFnT (in module nat.builder.function) _string_to_chat_request_or_message() (in module nat.data_models.api_server) _string_to_nat_chat_request() (in module nat.data_models.api_server) _string_to_nat_chat_response() (in module nat.data_models.api_server) _string_to_nat_chat_response_chunk() (in module nat.data_models.api_server) _subject (Subscription attribute) _submit_cleanup_task() (FastApiFrontEndPlugin method) _subscribe_core() (Observable method) (Subject method) _subscription (BaseExporter attribute) _suppress_authentication_logs() (FastApiFrontEndPluginWorkerBase method) _swe_bench_inputs (SweBenchEvaluator attribute) _swe_bench_outputs (SweBenchEvaluator attribute) _T (in module nat.builder.function) (in module nat.data_models.streaming) (in module nat.runtime.runner) (in module nat.runtime.session) (in module nat.utils.producer_consumer_queue) (in module nat.utils.reactive.base.observable_base) (in module nat.utils.reactive.observable) (in module nat.utils.reactive.observer) (in module nat.utils.reactive.subscription) (in module nat.utils.type_converter) _T_in_contra (in module nat.utils.reactive.base.observer_base) (in module nat.utils.reactive.observer) _T_out_co (in module nat.utils.reactive.base.observable_base) (in module nat.utils.reactive.observable) _tasks (BaseExporter attribute) (ExporterManager attribute) _telemetry_exporters (WorkflowBuilder attribute) _text_io_wrapper_to_string() (in module nat.utils.type_converter) _timeout (RestRegistryHandler attribute) _to_minimisation_matrix() (in module nat.profiler.parameter_optimization.parameter_selection) _token (PypiRegistryHandler attribute) _token_storage (MCPOAuth2Provider attribute) _token_storage_object_store_name (MCPOAuth2Provider attribute) _tool_call_counters (in module nat.plugins.agno.tool_wrapper) _tool_call_timeout (MCPBaseClient attribute) _tool_description (MCPToolClient attribute) _tool_execute_monkey_patch() (AgnoProfilerHandler method) _tool_initialization_done (in module nat.plugins.agno.tool_wrapper) _tool_name (MCPToolClient attribute) _tool_use_monkey_patch() (ADKProfilerHandler method) (CrewAIProfilerHandler method) _tools (MCPBaseClient attribute) _transport (MCPBaseClient attribute) _try_direct_conversion() (TypeConverter method) _try_indirect_conversion() (TypeConverter method) _try_indirect_convert() (TypeConverter method) _ttc_strategies (WorkflowBuilder attribute) _type (ReActOutputParser property) _typed_model_name (TypedBaseModel attribute) _union_cache (TraceAdapterRegistry attribute), [1], [2] _unsubscribe_observer() (Subject method) (SubjectBase method) _unsubscribed (Subscription attribute) _unsupported_repos (SweBenchEvaluator attribute) _update_config_value() (LayeredConfig method) _update_settings() (Settings method) _update_trace_source_model() (TraceAdapterRegistry class method), [1], [2] _upload_file() (OutputUploader method) _upload_to_pypi() (PypiRegistryHandler method) _url (MCPSSEClient attribute) (MCPStreamableHTTPClient attribute) _use_env (EnvConfigValue attribute) _USE_PYDANTIC_DEFAULT (in module nat.front_ends.mcp.tool_converter) _use_random_session_id_for_testing (MCPFunctionGroup attribute) _user_interaction_response (WebSocketMessageHandler attribute) _username (MySQLObjectStore attribute) _validate_collection() (MilvusRetriever method) _validate_configuration() (BearerTokenValidator method) _validate_fields_include_exclude() (FunctionGroupBaseConfig class method) _validate_function_type_compatibility() (in module nat.control_flow.sequential_executor) _validate_gpu_estimation_parameters() (CalcRunner method) _validate_include_exclude() (FunctionGroupBaseConfig method) _validate_insertion_compatibility() (ProcessingExporter method) _validate_metrics_data() (CalcRunner method) _validate_mixin_parameters() (GatedFieldMixin class method) _validate_reconnect_backoff() (MCPClientConfig method) _validate_single_fn() (in module nat.builder.function_info) _validate_span_id() (SpanContext class method) _validate_stream_fn() (in module nat.builder.function_info) _validate_tool_list_type_compatibility() (in module nat.control_flow.sequential_executor) _validate_trace_id() (SpanContext class method) _value (EnvConfigValue attribute) _verify_jwt_token() (BearerTokenValidator method) _verify_opaque_token() (BearerTokenValidator method) _want_retry() (in module nat.utils.exception_handlers.automatic_retries) _warning_issued (in module nat.experimental.decorators.experimental_warning_decorator) (in module nat.utils.decorators) _weave_calls (WeaveExporter attribute) _web_socket_message_handler (WebSocketAuthenticationFlowHandler attribute) _wheel_data (ComponentDiscoveryMetadata attribute) _whl_base64 (AbstractRegistryHandler attribute) _whl_bytes (AbstractRegistryHandler attribute) _whl_path (AbstractRegistryHandler attribute) _with_reconnect() (MCPBaseClient method) _workflow (SessionManager attribute) (WorkflowBuilder attribute) _workflow_builder (ChildBuilder attribute) _workflow_schema_type (WebSocketMessageHandler attribute) _wrap_milvus_results() (in module nat.retriever.milvus.retriever) _wrap_milvus_single_results() (in module nat.retriever.milvus.retriever) _wrap_nemo_results() (in module nat.retriever.nemo_retriever.retriever) _wrap_nemo_single_results() (in module nat.retriever.nemo_retriever.retriever)

A

AbstractRegistryHandler (class in nat.registry_handlers.registry_handler_base) acall() (MCPToolClient method) acall_invoke() (Function method) acall_stream() (Function method) accept (RequestHeaders attribute) access_key (CatalystTelemetryExporter attribute) (EvalS3Config attribute) (S3ObjectStoreClientConfig attribute) ACCESS_KEY_ENV (S3ObjectStoreClientConfig attribute) action (StatusMessage attribute) ActionEnum (class in nat.registry_handlers.schemas.status) active (TokenValidationResult attribute) active_function (Context property) (ContextState property) active_span_id (Context property) active_span_id_stack (ContextState property) active_stack (OpenStep attribute) ACTIVE_STATUS (JobStore attribute) active_uuids (ConcurrencySpikeInfo attribute) ActiveFunctionContextManager (class in nat.builder.context) add() (in module nat.cli.commands.configure.channel.add) add_auth_provider() (Builder method) (ChildBuilder method) (WorkflowBuilder method) add_authorization_route() (FastApiFrontEndPluginWorker method) add_channel_interative() (in module nat.utils.settings.global_settings) add_converter() (TypeConverter method) add_default_route() (FastApiFrontEndPluginWorker method) add_embedder() (Builder method) (ChildBuilder method) (FunctionDependencies method) (WorkflowBuilder method) add_evaluate_route() (FastApiFrontEndPluginWorker method) add_evaluator() (EvalBuilder method) (WorkflowEvalBuilder method) add_event() (OtelSpan method) (Span method) add_exporter() (ExporterManager method) add_function() (Builder method) (ChildBuilder method) (FunctionDependencies method) (FunctionGroup method) (WorkflowBuilder method) add_function_group() (Builder method) (ChildBuilder method) (FunctionDependencies method) (WorkflowBuilder method) add_hsts_header() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) add_items() (Mem0Editor method) (MemoryEditor method) (RedisEditor method) (ZepEditor method) add_llm() (Builder method) (ChildBuilder method) (FunctionDependencies method) (WorkflowBuilder method) add_mcp_client_tool_list_route() (FastApiFrontEndPluginWorker method) add_memory_client() (Builder method) (ChildBuilder method) (FunctionDependencies method) (WorkflowBuilder method) add_memory_tool() (in module nat.tool.memory_tools.add_memory_tool) add_object_store() (Builder method) (ChildBuilder method) (FunctionDependencies method) (WorkflowBuilder method) add_override_option() (in module nat.cli.cli_utils.config_override) add_processor() (ProcessingExporter method) add_registration_changed_hook() (TypeRegistry method) add_retriever() (Builder method) (ChildBuilder method) (FunctionDependencies method) (WorkflowBuilder method) add_route() (FastApiFrontEndPluginWorker method) add_routes() (FastApiFrontEndPluginWorker method) (MCPFrontEndPluginWorker method) (MCPFrontEndPluginWorkerBase method) add_settings_changed_hook() (Settings method) add_span_processor() (DummyTracerProvider static method) add_static_files_route() (FastApiFrontEndPluginWorker method) add_telemetry_exporter() (WorkflowBuilder method) add_ttc_strategy() (Builder method) (ChildBuilder method) (WorkflowBuilder method) additional_instructions (ReActAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) additional_kwargs (OpenAIMessage attribute) additional_planner_instructions (ReWOOAgentWorkflowConfig attribute) additional_solver_instructions (ReWOOAgentWorkflowConfig attribute) additionalProperties (ToolParameters attribute) AddToolConfig (class in nat.tool.memory_tools.add_memory_tool) adjust_dataset() (DatasetHandler method) adjust_dataset_size (DatasetHandler attribute) (EvaluationRunConfig attribute) ADK (LLMFrameworkEnum attribute) ADKProfilerHandler (class in nat.plugins.adk.adk_callback_handler) afinish_loggers() (WeaveEvaluationIntegration method) after_pipeline() (in module nat.cli.entrypoint) agent (ReActAgentGraph attribute) (RouterAgentGraph attribute) AGENT (SpanKind attribute) agent (ToolCallAgentGraph attribute) agent_action_to_dict() (IntermediateStepAdapter static method) AGENT_CALL_LOG_MESSAGE (in module nat.agent.base) agent_context_prompt_template (PlanSelectExecuteFunctionConfig attribute) AGENT_EXECUTION (PipelineTypeEnum attribute) AGENT_LOG_PREFIX (in module nat.agent.base) agent_node() (DualNodeAgent method) (ReActAgentGraph method) (RouterAgentGraph method) (ToolCallAgentGraph method) agent_scratchpad (ReActGraphState attribute) AgentBaseConfig (class in nat.data_models.agent) AgentDecision (class in nat.agent.base) AGNO (LLMFrameworkEnum attribute) agno_tool_wrapper() (in module nat.plugins.agno.tool_wrapper) AgnoProfilerHandler (class in nat.profiler.callbacks.agno_callback_handler) ainvoke() (BestOfNSelector method) (Function method) (IterativePlanRefinementEditor method) (LLMAsAJudgeEditor method) (LLMBasedAgentOutputSelector method) (LLMBasedAgentScorer method) (LLMBasedOutputMergingSelector method) (LLMBasedPlanScorer method) (LLMBasedPlanSelector method) (MotivationAwareScorer method) (MotivationAwareSummarization method) (MultiLLMPlanner method) (MultiQueryRetrievalSearch method) (SingleShotMultiPlanPlanner method) (StrategyBase method) (ThresholdSelector method) ainvoke_any() (in module nat.utils.callable_utils) aiq_experimental (in module nat.experimental.decorators.experimental_warning_decorator) aiq_retriever_tool (in module nat.tool.retriever) AIQArtifact (in module nat.registry_handlers.schemas.publish) AIQAsyncGenerateResponse (in module nat.front_ends.fastapi.fastapi_front_end_config) AIQAsyncGenerationStatusResponse (in module nat.front_ends.fastapi.fastapi_front_end_config) AIQChatRequest (in module nat.data_models.api_server) AIQChatResponse (in module nat.data_models.api_server) AIQChatResponseChunk (in module nat.data_models.api_server) AIQChoice (in module nat.data_models.api_server) AIQChoiceDelta (in module nat.data_models.api_server) AIQChoiceMessage (in module nat.data_models.api_server) AIQComponentEnum (in module nat.data_models.component) AIQConfig (in module nat.data_models.config) AIQContext (in module nat.builder.context) AIQContextState (in module nat.builder.context) AIQDocument (in module nat.retriever.models) AIQEvaluateRequest (in module nat.front_ends.fastapi.fastapi_front_end_config) AIQEvaluateResponse (in module nat.front_ends.fastapi.fastapi_front_end_config) AIQEvaluateStatusResponse (in module nat.front_ends.fastapi.fastapi_front_end_config) AIQGenerateResponse (in module nat.data_models.api_server) AIQPackageError (in module nat.cli.commands.workflow.workflow_commands) AIQResponseBaseModelIntermediate (in module nat.data_models.api_server) AIQResponseBaseModelOutput (in module nat.data_models.api_server) AIQResponseIntermediateStep (in module nat.data_models.api_server) AIQResponsePayloadOutput (in module nat.data_models.api_server) AIQResponseSerializable (in module nat.data_models.api_server) AIQRetriever (in module nat.retriever.interface) AIQRetrieverConfig (in module nat.tool.retriever) AIQRunner (in module nat.runtime.runner) AIQRunnerState (in module nat.runtime.runner)

AIQSessionManager (in module nat.runtime.session) AIQUsage (in module nat.data_models.api_server) AIQUserInteractionManager (in module nat.builder.user_interaction_manager) alerts (CalcData attribute) (SizingMetrics attribute) alerts_per_concurrency (CalcRunner attribute) alias (MCPToolOverrideConfig attribute) ALL (PluginTypes attribute) (SearchFields attribute) all_requests_data (ProfilerRunner attribute) all_steps (ProfilerRunner attribute) allow_credentials (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) allow_default_user_id_for_tool_calls (MCPOAuth2ProviderConfig attribute) allow_headers (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) allow_methods (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) allow_origin_regex (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) allow_origins (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) allowed_truncate_values (in module nat.embedder.nim_embedder) allowlist (EvalFilterConfig attribute) alog_score() (WeaveEvaluationIntegration method) always_verbose (LangchainProfilerHandler property) analyze_calls_and_build_result() (in module nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) analyze_metrics() (LinearFitAnalyzer method) answer_key (DatasetHandler property) (EvalDatasetStructureConfig attribute) API_KEY (AuthFlowType attribute) api_key (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) (GalileoTelemetryExporter attribute) (LangsmithTelemetryExporter attribute) (LiteLlmModelConfig attribute) (NemoRetriever attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) (PatronusTelemetryExporter attribute) (Security attribute) (SerpApiToolConfig attribute) (TavilyInternetSearchToolConfig attribute) api_key_client() (in module nat.authentication.api_key.register) api_version (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) APIKeyAuthProvider (class in nat.authentication.api_key.api_key_auth_provider) APIKeyAuthProviderConfig (class in nat.authentication.api_key.api_key_auth_provider_config) APIKeyFieldError app (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) APPEND (FileMode attribute) append_job (CalcRunner property) (CalcRunnerConfig attribute) append_job_id_to_output_dir (JobManagementConfig attribute) apply_filters() (DatasetFilter method) apply_overrides() (EvaluationRun method) apply_suggestions() (in module nat.profiler.parameter_optimization.update_helpers) arg_count (FunctionDescriptor attribute) args (DecomposedType property) (FunctionArgumentWrapper attribute) (MCPServerConfig attribute) (MCPStdioClient property) (MCPToolConfig attribute) arguments (Function attribute) artifact (Artifact attribute) Artifact (class in nat.registry_handlers.schemas.publish) as_requests_kwargs() (AuthResult method) assignee (GithubGetIssueModel attribute) assignees (GithubCreatePullModel attribute) (GithubUpdateIssueModel attribute) ASSISTANT (UserMessageContentRoleType attribute) AssistantMessage (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) astream() (Function method) async_auth_flow() (AuthAdapter method) AsyncDictionary (class in nat.observability.utils.dict_utils) AsyncGenerateResponse (class in nat.front_ends.fastapi.fastapi_front_end_config) AsyncGenerationStatusResponse (class in nat.front_ends.fastapi.fastapi_front_end_config) AsyncIOProducerConsumerQueue (class in nat.utils.producer_consumer_queue) AsyncSafeWeakKeyDictionary (class in nat.observability.utils.dict_utils) attach() (AuthResult method) attributes (ContextualSpanRedactionProcessor attribute) (OtelSpan property) (Span attribute) (SpanEvent attribute) audience (BearerTokenValidator attribute) (OAuth2ResourceServerConfig attribute) (TokenValidationResult attribute) AudioContent (class in nat.data_models.api_server) augmented_fn (ExecuteScoreSelectFunctionConfig attribute) (PlanSelectExecuteFunctionConfig attribute) (ReasoningFunctionConfig attribute) (TTCToolWrapperFunctionConfig attribute) augmented_fns (TTCToolOrchestrationFunctionConfig attribute) auth_flow_handler (ConsoleFrontEndPlugin attribute) auth_flow_timeout (MCPClientConfig attribute) auth_provider (AuthAdapter attribute) (MCPBaseClient property) (MCPServerConfig attribute) AUTH_REDIRECT_SUCCESS_HTML (in module nat.front_ends.fastapi.html_snippets.auth_code_grant_success) auth_scheme (APIKeyAuthProviderConfig attribute) AuthAdapter (class in nat.plugins.mcp.client_base) authenticate() (APIKeyAuthProvider method) (AuthProviderBase method) (ConsoleAuthenticationFlowHandler method) (FlowHandlerBase method) (HTTPAuthenticationFlowHandler method) (HTTPBasicAuthProvider method) (MCPAuthenticationFlowHandler method) (MCPOAuth2Provider method) (OAuth2AuthCodeFlowProvider method) (WebSocketAuthenticationFlowHandler method) AuthenticatedContext (class in nat.data_models.authentication) AUTHENTICATION (ComponentGroup attribute) authentication (Config attribute) AUTHENTICATION (MCPErrorCategory attribute) (PluginTypes attribute) AUTHENTICATION_PROVIDER (ComponentEnum attribute) AuthenticationRef (class in nat.data_models.component_ref) AuthFlowType (class in nat.data_models.authentication) authorization (RequestHeaders attribute) AUTHORIZATION_HEADER (in module nat.authentication.interfaces) authorization_kwargs (OAuth2AuthCodeFlowProviderConfig attribute) authorization_url (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Endpoints attribute) AuthProviderBase (class in nat.authentication.interfaces) AuthProviderBaseConfig (class in nat.data_models.authentication) AuthProviderBaseConfigT (in module nat.data_models.authentication) AuthProviderBuildCallableT (in module nat.cli.type_registry) AuthProviderRegisteredCallableT (in module nat.cli.type_registry) AuthResult (class in nat.data_models.authentication) available (WeaveEvalTraceContext attribute) (WeaveEvaluationIntegration attribute) average_duration (FrequentPattern attribute) average_latency_by_concurrency (ConcurrencyAnalysisResult attribute) average_latency_by_midpoint_concurrency() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) average_score (EvalOutput attribute) AverageLLMLatencyConfig (class in nat.eval.runtime_evaluator.register) AverageLLMLatencyEvaluator (class in nat.eval.runtime_evaluator.evaluate) AverageNumberOfLLMCallsConfig (class in nat.eval.runtime_evaluator.register) AverageNumberOfLLMCallsEvaluator (class in nat.eval.runtime_evaluator.evaluate) AverageTokensPerLLMEndConfig (class in nat.eval.runtime_evaluator.register) AverageTokensPerLLMEndEvaluator (class in nat.eval.runtime_evaluator.evaluate) AverageWorkflowRuntimeConfig (class in nat.eval.runtime_evaluator.register) AverageWorkflowRuntimeEvaluator (class in nat.eval.runtime_evaluator.evaluate) avg_duration (SimpleOperationStats attribute) avg_prompt_tokens (ConcurrencyCorrelationStats attribute) avg_total_tokens (ConcurrencyCorrelationStats attribute) aws_bedrock_langchain() (in module nat.plugins.langchain.llm) aws_bedrock_llama_index() (in module nat.plugins.llama_index.llm) aws_bedrock_model() (in module nat.llm.aws_bedrock_llm) AWSBedrockModelConfig (class in nat.llm.aws_bedrock_llm) AXIS_LABEL_FONTSIZE (PlotConfig attribute) AXIS_LABEL_FONTWEIGHT (PlotConfig attribute) azure_deployment (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) azure_endpoint (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) azure_openai_adk() (in module nat.plugins.adk.llm) azure_openai_crewai() (in module nat.plugins.crewai.llm) azure_openai_embedder_model() (in module nat.embedder.azure_openai_embedder) azure_openai_langchain() (in module nat.plugins.langchain.embedder) (in module nat.plugins.langchain.llm) azure_openai_llama_index() (in module nat.plugins.llama_index.embedder) (in module nat.plugins.llama_index.llm) azure_openai_llm() (in module nat.llm.azure_openai_llm) azure_openai_semantic_kernel() (in module nat.plugins.semantic_kernel.llm) AzureOpenAIEmbedderModelConfig (class in nat.embedder.azure_openai_embedder) AzureOpenAIModelConfig (class in nat.llm.azure_openai_llm)

B

base (GithubGetPullsModel attribute) base_commit (SWEBenchInput attribute) base_config (LayeredConfig attribute) base_metrics (ProfilerConfig attribute) base_url (AWSBedrockModelConfig attribute) (LiteLlmModelConfig attribute) (MilvusDocumentSearchToolConfig attribute) (NemoRetriever attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (NVIDIARAGToolConfig attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) (ZepMemoryClientConfig attribute) BASE_WARNING_MESSAGE (in module nat.experimental.decorators.experimental_warning_decorator) BaseAgent (class in nat.agent.base) BaseAsyncResponse (class in nat.front_ends.fastapi.fastapi_front_end_config) BaseAsyncStatusResponse (class in nat.front_ends.fastapi.fastapi_front_end_config) BaseEvaluator (class in nat.eval.evaluator.base_evaluator) BaseExporter (class in nat.observability.exporter.base_exporter) BaseModelRegistryTag (class in nat.data_models.common) BaseProfilerCallback (class in nat.profiler.callbacks.base_callback_class) BaseTaggingConfigMixin (class in nat.observability.mixin.tagging_config_mixin) BaseThinkingInjector (class in nat.llm.utils.thinking) BASIC (CredentialKind attribute) (HeaderAuthScheme attribute) BasicAuthCred (class in nat.data_models.authentication) batch_size (BatchConfigMixin attribute) BatchConfigMixin (class in nat.observability.mixin.batch_config_mixin) BatchingProcessor (class in nat.observability.processor.batching_processor) BEARER (CredentialKind attribute) (HeaderAuthScheme attribute) BearerTokenCred (class in nat.data_models.authentication) BearerTokenValidator (class in nat.authentication.credential_validator.bearer_token_validator) BestOfNSelectionConfig (class in nat.experimental.test_time_compute.models.selection_config) BestOfNSelector (class in nat.experimental.test_time_compute.selection.best_of_n_selector) BINARY_CHOICE (HumanPromptModelType attribute) BinaryChoiceOptionsType (class in nat.data_models.interactive) BinaryHumanPromptOption (class in nat.data_models.interactive) bind() (MilvusRetriever method) (NemoRetriever method) blocking_client() (DaskClientMixin method) body (AuthenticatedContext attribute) BODY (CredentialLocation attribute) body (GithubCreateIssueModel attribute) (GithubCreatePullModel attribute) (GithubUpdateIssueModel attribute) bottleneck_analysis (ProfilerConfig attribute) bottleneck_score (NodeMetrics attribute) (SimpleOperationStats attribute) BottleneckConfig (class in nat.data_models.profiler) branch (GithubCommitCodeModel attribute) branch_node() (RouterAgentGraph method) branches (RouterAgentWorkflowConfig attribute) bucket (EvalS3Config attribute) bucket_name (MySQLObjectStoreClientConfig attribute) (RedisObjectStoreClientConfig attribute) (S3ObjectStore attribute) (S3ObjectStoreClientConfig attribute)

build() (WorkflowBuilder method) build_aiq_artifact (in module nat.registry_handlers.package_utils) build_app() (FastApiFrontEndPluginWorkerBase method) build_artifact() (in module nat.registry_handlers.package_utils) build_call_sequence_for_example() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) build_call_tree_for_example() (in module nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) build_call_tree_per_example() (in module nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) build_components() (BestOfNSelector method) (IterativePlanRefinementEditor method) (LLMAsAJudgeEditor method) (LLMBasedAgentOutputSelector method) (LLMBasedAgentScorer method) (LLMBasedOutputMergingSelector method) (LLMBasedPlanScorer method) (LLMBasedPlanSelector method) (MotivationAwareScorer method) (MotivationAwareSummarization method) (MultiLLMPlanner method) (MultiQueryRetrievalSearch method) (SingleShotMultiPlanPlanner method) (StrategyBase method) (ThresholdSelector method) build_concurrency_segments() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) build_dependency_sequence() (in module nat.builder.component_utils) build_eval_output() (SweBenchEvaluator method) build_fn (RegisteredAuthProviderInfo attribute) (RegisteredEmbedderClientInfo attribute) (RegisteredEmbedderProviderInfo attribute) (RegisteredEvaluatorInfo attribute) (RegisteredFrontEndInfo attribute) (RegisteredFunctionGroupInfo attribute) (RegisteredFunctionInfo attribute) (RegisteredLLMClientInfo attribute) (RegisteredLLMProviderInfo attribute) (RegisteredLoggingMethod attribute) (RegisteredMemoryInfo attribute) (RegisteredObjectStoreInfo attribute) (RegisteredRegistryHandlerInfo attribute) (RegisteredRetrieverClientInfo attribute) (RegisteredRetrieverProviderInfo attribute) (RegisteredTelemetryExporter attribute) (RegisteredToolWrapper attribute) (RegisteredTTCStrategyInfo attribute) build_graph() (ReActAgentGraph method) (ReWOOAgentGraph method) (RouterAgentGraph method) (ToolCallAgentGraph method) build_package_metadata() (in module nat.registry_handlers.package_utils) build_prefix_trie() (in module nat.profiler.inference_optimization.prompt_caching) build_reasoning_function() (in module nat.agent.reasoning_agent.reasoning_agent) build_sequences() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) build_token() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) build_wheel() (in module nat.registry_handlers.package_utils) Builder (class in nat.builder.builder) BuiltAIQArtifact (in module nat.registry_handlers.schemas.publish) BuiltArtifact (class in nat.registry_handlers.schemas.publish)

C

calc_command() (in module nat.cli.commands.sizing.calc) calc_data (CalcRunnerOutput attribute) calc_gpu_estimate_based_on_slope() (in module nat.profiler.calc.calculations) calc_gpu_estimate_for_single_concurrency() (in module nat.profiler.calc.calculations) CalcAlerts (class in nat.profiler.calc.data_models) CalcData (class in nat.profiler.calc.data_models) CalcRunner (class in nat.profiler.calc.calc_runner) CalcRunnerConfig (class in nat.profiler.calc.data_models) CalcRunnerOutput (class in nat.profiler.calc.data_models) call_tool() (MCPBaseClient method) call_tool_and_print() (in module nat.cli.commands.mcp.mcp) call_tool_direct() (in module nat.cli.commands.mcp.mcp) callback (ContextualRedactionProcessor attribute) callback_handler_var (in module nat.builder.workflow) (in module nat.profiler.decorators.framework_wrapper) CallbackProcessor (class in nat.observability.processor.callback_processor) callbacks (BaseAgent attribute) CallNode (class in nat.profiler.inference_optimization.data_models) calls_count (PrefixInfo attribute) calls_percentage (PrefixInfo attribute) CANCEL (BinaryChoiceOptionsType attribute) cast_to_str() (DataFrameRow method) catalyst_telemetry_exporter() (in module nat.plugins.ragaai.register) CatalystTelemetryExporter (class in nat.plugins.ragaai.register) category (MCPError attribute) chain_with_common_prefixes (PrefixSpanConfig attribute) chain_wrapped_build_fn() (in module nat.profiler.decorators.framework_wrapper) challenge (_FlowState attribute) (FlowState attribute) channel() (in module nat.cli.commands.configure.channel.channel) channel_names (Settings property) channels (Settings attribute) CHAT (WorkflowSchemaType attribute) chat_inputs (TraceMetadata attribute) chat_responses (OpenAIMetadata attribute) (TraceMetadata attribute) CHAT_STREAM (WorkflowSchemaType attribute) ChatCompletionConfig (class in nat.tool.chat_completion) ChatContentType (class in nat.data_models.api_server) ChatRequest (class in nat.data_models.api_server) ChatRequestOrMessage (class in nat.data_models.api_server) ChatResponse (class in nat.data_models.api_server) ChatResponseChoice (class in nat.data_models.api_server) ChatResponseChunk (class in nat.data_models.api_server) ChatResponseChunkChoice (class in nat.data_models.api_server) check_custom_event_types() (StepAdaptorConfig method) check_sandbox_running() (TestCodeExecutionSandbox method) check_span_event_timestamp() (IntermediateStepPayload method) CHECKBOX (HumanPromptModelType attribute) ChildBuilder (class in nat.builder.workflow_builder) children (CallNode attribute) Choice (in module nat.data_models.api_server) ChoiceBase (class in nat.data_models.api_server) ChoiceDelta (class in nat.data_models.api_server) ChoiceMessage (class in nat.data_models.api_server) choices (ChatResponse attribute) (ChatResponseChunk attribute) (Response attribute) chosen_branch (RouterAgentGraphState attribute) CHUNK (IntermediateStepState attribute) chunk (StreamEventData attribute) claim() (TqdmPositionRegistry class method) ClassInfo (in module nat.utils.type_utils) cleanup (EvalOutputConfig attribute) cleanup_expired_jobs() (JobStore method) cleanup_on_init (FileTelemetryExporterConfig attribute) cleanup_output_directory() (EvaluationRun method) cleanup_sessions() (MCPFunctionGroup method) clear() (AsyncDictionary method) (KeyedLock method) (SchemaRegistry class method) clear_all() (InMemoryTokenStorage method) (ObjectStoreTokenStorage method) (TokenStorageBase method) clear_processors() (ProcessingExporter method) clear_redaction_result() (RedactionManager method) clear_registry (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.trace_adapter_registry) clear_registry() (TraceAdapterRegistry class method), [1], [2] cli() (in module nat.cli.entrypoint) client (FlowState attribute) (NemoLangchainRetriever attribute) (SessionData attribute) (WeaveEvaluationIntegration attribute) client() (DaskClientMixin method) (JobStore method) client_host (Request attribute) (RequestAttributes property) client_id (BearerTokenValidator attribute) (DFWElasticsearchTelemetryExporter attribute) (DFWESRecord attribute), [1] (MCPOAuth2ProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Credentials attribute) (OAuth2ResourceServerConfig attribute) (TokenValidationResult attribute) (TraceSourceBase attribute) client_name (MCPOAuth2ProviderConfig attribute) client_port (Request attribute) (RequestAttributes property) client_secret (BearerTokenValidator attribute) (MCPOAuth2ProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Credentials attribute) (OAuth2ResourceServerConfig attribute) close() (AsyncIOProducerConsumerQueue method) code (Error attribute) (SpanStatus attribute) code_execution_tool() (in module nat.tool.code_execution.register) code_generation_tool() (in module nat.plugins.langchain.tools.code_generation_tool) CodeExecutionResponse (class in nat.tool.code_execution.local_sandbox.local_sandbox_server) CodeExecutionResult (class in nat.tool.code_execution.local_sandbox.local_sandbox_server) CodeExecutionStatus (class in nat.tool.code_execution.local_sandbox.local_sandbox_server) CodeExecutionToolConfig (class in nat.tool.code_execution.register) CodeGenerationTool (class in nat.plugins.langchain.tools.code_generation_tool) CodePattern (in module nat.utils.exception_handlers.automatic_retries) collect_prefixes_iterative() (in module nat.profiler.inference_optimization.prompt_caching) Collection (class in nat.retriever.nemo_retriever.retriever) collection_descriptions (MilvusDocumentSearchToolConfig attribute) collection_name (MilvusRetrieverConfig attribute) (NemoRetrieverConfig attribute) (NVIDIARAGToolConfig attribute) collection_names (MilvusDocumentSearchToolConfig attribute) CollectionNotFoundError CollectionUnavailableError CollectorConfigMixin (class in nat.observability.mixin.collector_config_mixin) command (MCPServerConfig attribute) (MCPStdioClient property) (MCPToolConfig attribute) commit_msg (GithubCommitCodeModel attribute) common_prefixes (InferenceOptimizationHolder attribute) CommonPrefixesOutput (class in nat.profiler.inference_optimization.data_models) COMPLETE (WebSocketMessageStatus attribute) COMPLETED (CodeExecutionStatus attribute) (InteractionStatus attribute) (RunnerState attribute) completion_tokens (ConcurrencyCallNode attribute) (DataFrameRow attribute) (LangchainProfilerHandler attribute) (TokenUsageBaseModel attribute) (Usage attribute) (UsageStatsLLM attribute) COMPONENT (PluginTypes attribute) component_group (AuthenticationRef property) (ComponentInstanceData attribute) (ComponentRef property) (ComponentRefNode attribute) (EmbedderRef property) (FunctionGroupRef property) (FunctionRef property) (LLMRef property) (MemoryRef property) (ObjectStoreRef property) (RetrieverRef property) (TTCStrategyRef property) COMPONENT_NAME (DiscoveryContractFieldsEnum attribute) component_name (DiscoveryMetadata attribute) COMPONENT_NAME (SearchFields attribute) component_name (SearchResponseItem attribute) COMPONENT_NAME (VisualizeFields attribute) COMPONENT_TYPE (DiscoveryContractFieldsEnum attribute) component_type (DiscoveryMetadata attribute) (SearchResponseItem attribute) COMPONENT_TYPE (VisualizeFields attribute) component_types (SearchQuery attribute) ComponentDiscoveryMetadata (class in nat.registry_handlers.metadata_factory) ComponentEnum (class in nat.data_models.component) ComponentGroup (class in nat.data_models.component) ComponentInstanceData (class in nat.builder.component_utils) ComponentRef (class in nat.data_models.component_ref) ComponentRefNode (class in nat.data_models.component_ref) compute_annotation() (TypeRegistry method) compute_concurrency_distribution() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) compute_coverage_and_duration() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) compute_inter_query_token_uniqueness_by_llm() (in module nat.profiler.inference_optimization.token_uniqueness) compute_llm_metrics (ProfilerConfig attribute) compute_midpoint_concurrency() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) compute_pareto_optimal_mask() (in module nat.profiler.parameter_optimization.pareto_visualizer) compute_profiling_metrics() (LLMMetrics static method) compute_score() (SweBenchEvaluator static method) compute_self_time() (CallNode method) compute_slope() (in module nat.profiler.calc.calculations) compute_subtree_time() (CallNode method) compute_time_based_concurrency() (in module nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) compute_workflow_runtime_metrics() (in module nat.profiler.inference_optimization.workflow_runtimes) concurrencies (CalcRunnerConfig attribute) concurrency (ConcurrencySpikeInfo attribute) (DatasetHandler attribute) (NestedCallProfilingResult attribute) concurrency_distribution (ConcurrencyAnalysisResult attribute) concurrency_midpoint (NodeMetrics attribute) concurrency_spike_analysis (ProfilerConfig attribute) concurrency_spike_analysis() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) ConcurrencyAnalysisResult (class in nat.profiler.inference_optimization.data_models) ConcurrencyCallNode (class in nat.profiler.inference_optimization.data_models) ConcurrencyCorrelationStats (class in nat.profiler.inference_optimization.data_models) ConcurrencyDistribution (class in nat.profiler.inference_optimization.data_models) ConcurrencySpikeConfig (class in nat.data_models.profiler) ConcurrencySpikeInfo (class in nat.profiler.inference_optimization.data_models) conditional_edge() (DualNodeAgent method) (ReActAgentGraph method) (ReWOOAgentGraph method) (ToolCallAgentGraph method) confidence_intervals (InferenceOptimizationHolder attribute) config (AuthProviderBase property) (CalcRunner attribute) Config (class in nat.data_models.config) config (ComponentInstanceData attribute) (ConfiguredAuthProvider attribute) (ConfiguredEmbedder attribute) (ConfiguredEvaluator attribute) (ConfiguredFunction attribute) (ConfiguredFunctionGroup attribute) (ConfiguredLLM attribute) (ConfiguredMemory attribute) (ConfiguredObjectStore attribute) (ConfiguredRetriever attribute) (ConfiguredTelemetryExporter attribute) (ConfiguredTTCStrategy attribute) (DiscoverOAuth2Endpoints attribute) (DynamicClientRegistration attribute) (EmbedderProviderInfo attribute) (EvaluationRemoteWorkflowHandler attribute) (EvaluationRun attribute) (EvaluatorInfo attribute) (FastApiFrontEndPluginWorkerBase property) (FlowState attribute) (Function attribute) (LLMProviderInfo attribute) (MotivationAwareSummarization attribute) (MultiEvaluationRunner attribute) (MultiLLMPlanner attribute) (MultiQueryRetrievalSearch attribute) (RetrieverProviderInfo attribute) (SessionManager property) (StepAdaptor attribute) (StrategyBase attribute) (Workflow attribute)

config_file (CalcRunnerConfig attribute) (EvaluateRequest attribute) (EvaluateStatusResponse attribute) (EvaluationRunConfig attribute) (JobInfo attribute) (OptimizerRunConfig attribute) CONFIG_OBJECT (PluginTypes attribute) config_to_dependency_objects() (in module nat.builder.component_utils) config_type (RegisteredInfo attribute) configs (MultiEvaluationRunConfig attribute) configuration_directory (Settings property) configuration_file (Settings property) configure() (FastApiFrontEndPluginWorker method) (FastApiFrontEndPluginWorkerBase method) configure_command() (in module nat.cli.commands.configure.configure) configure_registry_channel() (in module nat.utils.settings.global_settings) ConfiguredAuthProvider (class in nat.builder.workflow_builder) ConfiguredEmbedder (class in nat.builder.workflow_builder) ConfiguredEvaluator (class in nat.builder.eval_builder) ConfiguredFunction (class in nat.builder.workflow_builder) ConfiguredFunctionGroup (class in nat.builder.workflow_builder) ConfiguredLLM (class in nat.builder.workflow_builder) ConfiguredMemory (class in nat.builder.workflow_builder) ConfiguredObjectStore (class in nat.builder.workflow_builder) ConfiguredRetriever (class in nat.builder.workflow_builder) ConfiguredTelemetryExporter (class in nat.builder.workflow_builder) ConfiguredTTCStrategy (class in nat.builder.workflow_builder) connect_to_server() (MCPBaseClient method) (MCPSSEClient method) (MCPStdioClient method) (MCPStreamableHTTPClient method) CONNECTION (MCPErrorCategory attribute) connection_args (MilvusRetrieverConfig attribute) conservative_outlier_threshold (FitConfig attribute) console_logging_method() (in module nat.observability.register) ConsoleAuthenticationFlowHandler (class in nat.front_ends.console.authentication_flow_handler) ConsoleFrontEndConfig (class in nat.front_ends.console.console_front_end_config) ConsoleFrontEndPlugin (class in nat.front_ends.console.console_front_end_plugin) ConsoleLoggingMethodConfig (class in nat.observability.register) construct_oauth_client() (ConsoleAuthenticationFlowHandler method) CONSTRUCTOR (EnvConfigValueSource attribute) content (AssistantMessage attribute) (ChoiceDelta attribute) (ChoiceMessage attribute) (FunctionMessage attribute) (InteractionPrompt attribute) (InteractionResponse attribute) (Message attribute) (OpenAIMessage attribute) (ResponseMessage attribute) (SystemMessage attribute) (ToolMessage attribute) (UserMessage attribute) (UserMessages attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) content_field (MilvusRetriever attribute) (MilvusRetrieverConfig attribute) content_type (ObjectStoreItem attribute) (RequestHeaders attribute) Context (class in nat.builder.context) context (Runner property) (SessionManager property) (Span attribute) context_size (AWSBedrockModelConfig attribute) ContextState (class in nat.builder.context) ContextualRedactionProcessor (class in nat.observability.processor.redaction.contextual_redaction_processor) ContextualSpanRedactionProcessor (class in nat.observability.processor.redaction.contextual_span_redaction_processor) CONTINUE (BinaryChoiceOptionsType attribute) contract_version (DFWElasticsearchExporter attribute) (DFWElasticsearchTelemetryExporter attribute) (DFWESRecord attribute), [1] ContractVersion (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch) (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.contract_version) conversation (MemoryItem attribute) conversation_id (Context property) (ContextState attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) convert (Streaming attribute) convert() (Function method) (GlobalTypeConverter static method) (Runner method) (TraceAdapterRegistry class method), [1], [2] (TypeConverter method) convert_chat_response() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) convert_data_to_message_content() (MessageValidator method) convert_event_type_to_span_kind() (in module nat.plugins.opentelemetry.span_converter) convert_langchain_nim() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.nim_converter) convert_langchain_openai() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) convert_message_to_dfw() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) convert_role() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) convert_sequences_for_prefixspan() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) convert_span_status_code() (in module nat.plugins.opentelemetry.span_converter) convert_span_to_otel() (in module nat.plugins.opentelemetry.span_converter) convert_spans_to_otel_batch() (in module nat.plugins.opentelemetry.span_converter) convert_text_content_to_human_response() (MessageValidator method) convert_to_mcp_error() (in module nat.plugins.mcp.exception_handler) convert_to_str() (in module nat.utils.string_utils) converter_list (FunctionBase property) converters (FunctionDescriptor attribute) (FunctionInfo attribute) ConvertException COOKIE (CredentialKind attribute) (CredentialLocation attribute) CookieCred (class in nat.data_models.authentication) cookies (AuthenticatedContext attribute) (Request attribute) (RequestAttributes property) copy() (OtelSpan method) copy_with_updates() (EvalInputItem method) correlate_spike_calls() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) correlation_stats (ConcurrencyAnalysisResult attribute) cors (FastApiFrontEndConfig attribute) coverage (FrequentPattern attribute) create() (FunctionInfo static method) create_command() (in module nat.cli.commands.workflow.workflow_commands) create_function_wrapper() (in module nat.front_ends.mcp.tool_converter) create_isolated_exporters() (ExporterManager method) create_isolated_instance() (BaseExporter method) create_message_by_role() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) create_model() (in module nat.profiler.forecasting.model_trainer) create_oauth_client() (WebSocketAuthenticationFlowHandler method) create_pareto_visualization() (in module nat.profiler.parameter_optimization.pareto_visualizer) create_react_agent_prompt() (in module nat.agent.react_agent.agent) create_router_agent_prompt() (in module nat.control_flow.router_agent.agent) create_schema() (in module nat.plugins.redis.schema) create_standardized_dataframe() (in module nat.profiler.utils) create_streaming_chunk() (ChatResponseChunk static method) create_system_interaction_message() (MessageValidator method) create_system_intermediate_step_message() (MessageValidator method) create_system_response_token_message() (MessageValidator method) create_tool_calling_agent_prompt() (in module nat.agent.tool_calling_agent.agent) create_tool_calls() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) create_websocket_message() (WebSocketMessageHandler method) created (ChatResponse attribute) (ChatResponseChunk attribute) (Response attribute) created_at (BaseAsyncStatusResponse attribute) (Collection attribute) (JobInfo attribute) (SWEBenchInput attribute) creator (GithubGetIssueModel attribute) Credential (in module nat.data_models.authentication) CredentialKind (class in nat.data_models.authentication) CredentialLocation (class in nat.data_models.authentication) credentials (AuthResult attribute) credentials_profile_name (AWSBedrockModelConfig attribute) CREWAI (LLMFrameworkEnum attribute) crewai_tool_wrapper() (in module nat.plugins.crewai.tool_wrapper) CrewAIProfilerHandler (class in nat.plugins.crewai.crewai_callback_handler) csv_exclude_io_text (ProfilerConfig attribute) current_datetime() (in module nat.tool.datetime_tools) current_function_building (WorkflowBuilder attribute) current_function_group_building (WorkflowBuilder attribute) current_level (ReWOOGraphState attribute) current_request_attributes() (in module nat.tool.server_tools) CurrentTimeToolConfig (class in nat.tool.datetime_tools) CUSTOM (HeaderAuthScheme attribute) (IntermediateStepCategory attribute) (PipelineTypeEnum attribute) (SpanKind attribute) (StageTypeEnum attribute) (StepAdaptorMode attribute) CUSTOM_END (IntermediateStepType attribute) custom_event_types (StepAdaptorConfig attribute) custom_header_name (APIKeyAuthProviderConfig attribute) custom_header_prefix (APIKeyAuthProviderConfig attribute) custom_pre_eval_process_function (DatasetHandler attribute) (EvalOutputConfig attribute) custom_scripts (EvalOutputConfig attribute) CUSTOM_START (IntermediateStepType attribute) CustomTaggingConfigMixin (class in nat.observability.mixin.tagging_config_mixin)

D

dask_log_level (FastApiFrontEndConfig attribute) dask_workers (FastApiFrontEndConfig attribute) DaskClientMixin (class in nat.front_ends.fastapi.dask_client_mixin) data (InputAudio attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (ObjectStoreItem attribute) DATA_ALPHA (PlotConfig attribute) DATA_LINEWIDTH (PlotConfig attribute) DATA_MARKER (PlotConfig attribute) DATA_POINT_SIZE (PlotConfig attribute) DATA_PREFIX (in module nat.eval.remote_workflow) DataFrameRow (class in nat.profiler.data_frame_row) dataset (CatalystTelemetryExporter attribute) (EvalGeneralConfig attribute) (EvaluationRunConfig attribute) (OptimizerRunConfig attribute) dataset_config (DatasetDownloader attribute) (DatasetHandler attribute) dataset_filter (DatasetHandler attribute) DatasetDownloader (class in nat.eval.dataset_handler.dataset_downloader) DatasetFilter (class in nat.eval.dataset_handler.dataset_filter) DatasetHandler (class in nat.eval.dataset_handler.dataset_handler) db (RedisMemoryClientConfig attribute) (RedisObjectStoreClientConfig attribute) db_url (FastApiFrontEndConfig attribute) debug (MCPFrontEndConfig attribute) debug_mode (CatalystTelemetryExporter attribute) (RAGATraceExporterOptWrite attribute) DecomposedType (class in nat.utils.type_utils) DEFAULT (StepAdaptorMode attribute) default_callback_handler() (UserInteractionManager static method) DEFAULT_DIM (in module nat.plugins.redis.schema) DEFAULT_EVENT_FILTER (IntermediateStepAdapter attribute) DEFAULT_EXPIRY (JobStore attribute) DEFAULT_HOST (MySQLObjectStoreClientConfig attribute) default_if_supported (GatedFieldMixinConfig attribute) DEFAULT_MATRIX_LENGTH (in module nat.profiler.forecasting.config) DEFAULT_MODEL_TYPE (in module nat.profiler.forecasting.config) DEFAULT_PORT (MySQLObjectStoreClientConfig attribute) DEFAULT_ROLE (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) default_score_weights (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute) default_scoring (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute) default_user_id (MCPOAuth2ProviderConfig attribute) DELETE (HTTPMethod attribute) delete() (AsyncDictionary method) (InMemoryTokenStorage method) (KeyedLock method) (ObjectStoreTokenStorage method) (TokenStorageBase method) delete_command() (in module nat.cli.commands.object_store.object_store) (in module nat.cli.commands.workflow.workflow_commands) delete_memory_tool() (in module nat.tool.memory_tools.delete_memory_tool) delete_object() (InMemoryObjectStore method) (MySQLObjectStore method) (ObjectStore method) (RedisObjectStore method) (S3ObjectStore method) delete_strict() (AsyncDictionary method) DeleteMemoryInput (class in nat.memory.models) DeleteToolConfig (class in nat.tool.memory_tools.delete_memory_tool) delta (ChatResponseChunkChoice attribute) denylist (EvalFilterConfig attribute) dependencies (ChildBuilder property) deprecated() (in module nat.utils.decorators) description (AddToolConfig attribute) (AgentBaseConfig attribute) (CodeGenerationTool attribute) (DeleteToolConfig attribute) DESCRIPTION (DiscoveryContractFieldsEnum attribute) description (DiscoveryMetadata attribute) (EmbedderProviderInfo attribute) (EvaluatorInfo attribute) (FastApiFrontEndConfig.EndpointBase attribute) (Function attribute) (FunctionDetails attribute) (FunctionInfo attribute) (GetToolConfig attribute) (LLMProviderInfo attribute) (MCPToolClient property) (MCPToolConfig attribute) (MCPToolOverrideConfig attribute) (MilvusRetrieverConfig attribute) (MultipleChoiceOption attribute) (ReActAgentWorkflowConfig attribute) (ReasoningFunctionConfig attribute) (RetrieverConfig attribute) (RetrieverProviderInfo attribute) (ReWOOAgentWorkflowConfig attribute) (RouterAgentWorkflowConfig attribute)

DESCRIPTION (SearchFields attribute) description (SearchResponseItem attribute) (ToolCallAgentWorkflowConfig attribute) (ToolDetails attribute) DESCRIPTION (VisualizeFields attribute) deserialize_span_attribute() (in module nat.plugins.data_flywheel.observability.utils.deserialize) detailed_logs (BaseAgent attribute) details (Error attribute) detect_concurrency_spikes() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) detect_llm_frameworks_in_build_fn() (in module nat.profiler.utils) DEVELOPER_NOTES (DiscoveryContractFieldsEnum attribute) developer_notes (DiscoveryMetadata attribute) DEVELOPER_NOTES (SearchFields attribute) developer_notes (SearchResponseItem attribute) dfw_elasticsearch_telemetry_exporter() (in module nat.plugins.data_flywheel.observability.register) DFWElasticsearchExporter (class in nat.plugins.data_flywheel.observability.exporter.dfw_elasticsearch_exporter) DFWElasticsearchTelemetryExporter (class in nat.plugins.data_flywheel.observability.register) DFWESRecord (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch) (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) DFWExporter (class in nat.plugins.data_flywheel.observability.exporter.dfw_exporter) DFWRecordT (in module nat.plugins.data_flywheel.observability.processor.dfw_record_processor) DFWToDictProcessor (class in nat.plugins.data_flywheel.observability.processor) (class in nat.plugins.data_flywheel.observability.processor.dfw_record_processor) DictBatchFilterProcessor (class in nat.observability.processor.falsy_batch_filter_processor) DictBatchingProcessor (class in nat.plugins.data_flywheel.observability.exporter.dfw_exporter) dir (EvalOutputConfig attribute) direction (OptimizerMetric attribute) directions (ParetoVisualizer attribute) disable (EvalDatasetStructureConfig attribute) discover() (DiscoverOAuth2Endpoints method) discover_and_register_plugins() (in module nat.runtime.loader) discover_entrypoints() (in module nat.runtime.loader) DiscoverOAuth2Endpoints (class in nat.plugins.mcp.auth.auth_provider) discovery_metadata (RegisteredInfo attribute) (RegisteredPackage attribute) (RegisteredToolWrapper attribute) discovery_url (BearerTokenValidator attribute) (OAuth2ResourceServerConfig attribute) DiscoveryContractFieldsEnum (class in nat.data_models.discovery_metadata) DiscoveryMetadata (class in nat.data_models.discovery_metadata) DiscoveryStatusEnum (class in nat.data_models.discovery_metadata) discriminator() (TypedBaseModel static method) dispose() (Subject method) do_auto_retry (RetryMixin attribute) do_execute() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) Document (class in nat.retriever.models) document_id (Document attribute) document_prompt (NVIDIARAGToolConfig attribute) document_search() (in module nat.tool.document_search) document_separator (NVIDIARAGToolConfig attribute) download_dataset() (DatasetDownloader method) download_file() (DatasetDownloader method) download_with_boto3() (DatasetDownloader method) download_with_signed_url() (DatasetDownloader method) downstream_template (PlanSelectExecuteFunctionConfig attribute) (TTCToolWrapperFunctionConfig attribute) drop_on_overflow (BatchConfigMixin attribute) DROPDOWN (HumanPromptModelType attribute) dropped_attributes (OtelSpan property) dropped_events (OtelSpan property) dropped_links (OtelSpan property) DualNodeAgent (class in nat.agent.dual_node) dummy_set_span_in_context() (in module nat.utils.optional_imports) DummyBatchSpanProcessor (class in nat.utils.optional_imports) DummySpan (class in nat.utils.optional_imports) DummySpanExporter (class in nat.utils.optional_imports) DummyTrace (class in nat.utils.optional_imports) DummyTracer (class in nat.utils.optional_imports) DummyTracerProvider (class in nat.utils.optional_imports) dump_distro_mapping() (in module nat.utils.dump_distro_mapping) duration (CallNode attribute) (NodeMetrics attribute) (PrefixCallNode attribute) DynamicClientRegistration (class in nat.plugins.mcp.auth.auth_provider) DynamicTraceExporterOptWrite (class in nat.plugins.ragaai.mixin.ragaai_catalyst_mixin)

E

edit_plan() (LLMAsAJudgeEditor method) EDITING (StageTypeEnum attribute) editing_llm (LLMAsAJudgeEditor attribute) (LLMAsAJudgeEditorConfig attribute) editing_strategy (TTCToolOrchestrationFunctionConfig attribute) editor (PlanSelectExecuteFunctionConfig attribute) editor_llm (IterativePlanRefinementConfig attribute) (MotivationAwareSummarizationConfig attribute) editor_template (LLMAsAJudgeEditorConfig attribute) (MotivationAwareSummarizationConfig attribute) ElasticsearchMixin (class in nat.plugins.data_flywheel.observability.mixin.elasticsearch_mixin) EMAIL (MultipleChoiceOptionType attribute) email (User attribute) embedder (RedisMemoryClientConfig attribute) EMBEDDER (SpanKind attribute) EMBEDDER_CLIENT (ComponentEnum attribute) EMBEDDER_PROVIDER (ComponentEnum attribute) EmbedderBaseConfig (class in nat.data_models.embedder) EmbedderBaseConfigT (in module nat.data_models.embedder) EmbedderClientBuildCallableT (in module nat.cli.type_registry) EmbedderClientRegisteredCallableT (in module nat.cli.type_registry) EmbedderProviderBuildCallableT (in module nat.cli.type_registry) EmbedderProviderInfo (class in nat.builder.embedder) EmbedderProviderRegisteredCallableT (in module nat.cli.type_registry) EmbedderRef (class in nat.data_models.component_ref) EMBEDDERS (ComponentGroup attribute) embedders (Config attribute) (FunctionDependencies attribute) embedding_model (MilvusRetrieverConfig attribute) embeddings (Workflow attribute) empty_report_dir() (SweBenchEvaluator static method) EmptyFunctionConfig (class in nat.data_models.function) enable (ConcurrencySpikeConfig attribute) (PrefixSpanConfig attribute) (PromptCachingConfig attribute) enable_dynamic_registration (MCPOAuth2ProviderConfig attribute) enable_nested_stack (BottleneckConfig attribute) enable_rolling (FileTelemetryExporterConfig attribute) enable_simple_stack (BottleneckConfig attribute) enabled (ContextualRedactionProcessor attribute) (NumericOptimizationConfig attribute) (PromptGAOptimizationConfig attribute) END (AgentDecision attribute) (IntermediateStepState attribute) end() (DummySpan method) (OtelSpan method) (Span method) end_time (CallNode attribute) (ConcurrencySpikeInfo attribute) (NodeMetrics attribute) (OtelSpan property) (PrefixCallNode attribute) (Span attribute) end_trace() (LlamaIndexProfilerHandler method) end_ts (_CallTiming attribute) endpoint (CalcRunnerConfig attribute) (CatalystTelemetryExporter attribute) (CollectorConfigMixin attribute) (DFWElasticsearchTelemetryExporter attribute) (EvaluationRunConfig attribute) (GalileoTelemetryExporter attribute) (LangfuseTelemetryExporter attribute) (LangsmithTelemetryExporter attribute) (OptimizerRunConfig attribute) (PhoenixTelemetryExporter attribute) (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) endpoint_timeout (CalcRunnerConfig attribute) (EvaluationRunConfig attribute) (OptimizerRunConfig attribute) endpoint_url (EvalS3Config attribute) (S3ObjectStoreClientConfig attribute) endpoints (FastApiFrontEndConfig attribute) ENHANCED_DPI (PlotConfig attribute) ENHANCED_FIGSIZE (PlotConfig attribute) ensure_description_string() (DiscoveryMetadata class method) ensure_directory_exists() (DatasetDownloader static method) ensure_index_exists() (in module nat.plugins.redis.schema) ensure_job_id() (JobStore method) ensure_union_built() (TraceContainer class method) entity (WeaveTelemetryExporter attribute) env (MCPServerConfig attribute) (MCPStdioClient property) (MCPToolConfig attribute) ENV_DEFAULT (EnvConfigValueSource attribute) ENV_OVERRIDE (EnvConfigValueSource attribute) EnvConfigValue (class in nat.llm.utils.env_config_value) EnvConfigValueSource (class in nat.llm.utils.env_config_value) environment_setup_commit (SWEBenchInput attribute) error (BaseAsyncStatusResponse attribute) Error (class in nat.data_models.api_server) ERROR (CodeExecutionStatus attribute) error (JobInfo attribute) (MCPPingResult attribute) ERROR (SpanStatusCode attribute) (StatusEnum attribute) error (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) error_code (APIKeyFieldError attribute) (HeaderNameFieldError attribute) (HeaderPrefixFieldError attribute) error_details (DFWESRecord attribute), [1] ERROR_MESSAGE (WebSocketMessageType attribute) ErrorTypes (class in nat.data_models.api_server) ESRequest (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) eval (Config attribute) eval_call (EvalTraceContext attribute) eval_command() (in module nat.cli.commands.evaluate) eval_config (EvaluationRun attribute) eval_general_config (WorkflowEvalBuilder attribute) eval_input (EvaluationRun attribute) (EvaluationRunOutput attribute) eval_input_items (EvalInput attribute) eval_input_to_ragas() (RAGEvaluator method) eval_logger (WeaveEvaluationIntegration attribute) eval_metrics (OptimizerConfig attribute) eval_output_items (EvalOutput attribute) eval_trace_context (WeaveEvaluationIntegration attribute) EvalBuilder (class in nat.builder.builder) EvalCallType (in module nat.eval.utils.eval_trace_ctx) EvalConfig (class in nat.data_models.evaluate) EvalCustomScriptConfig (class in nat.data_models.evaluate) EvalDatasetBaseConfig (class in nat.data_models.dataset_handler) EvalDatasetConfig (in module nat.data_models.dataset_handler) EvalDatasetCsvConfig (class in nat.data_models.dataset_handler) EvalDatasetCustomConfig (class in nat.data_models.dataset_handler) EvalDatasetJsonConfig (class in nat.data_models.dataset_handler) EvalDatasetJsonlConfig (class in nat.data_models.dataset_handler) EvalDatasetParquetConfig (class in nat.data_models.dataset_handler) EvalDatasetStructureConfig (class in nat.data_models.dataset_handler) EvalDatasetXlsConfig (class in nat.data_models.dataset_handler) EvalFilterConfig (class in nat.data_models.dataset_handler) EvalFilterEntryConfig (class in nat.data_models.dataset_handler)

EvalGeneralConfig (class in nat.data_models.evaluate) EvalInput (class in nat.eval.evaluator.evaluator_model) EvalInputItem (class in nat.eval.evaluator.evaluator_model) EvalOutput (class in nat.eval.evaluator.evaluator_model) EvalOutputConfig (class in nat.data_models.evaluate) EvalOutputItem (class in nat.eval.evaluator.evaluator_model) EvalS3Config (class in nat.data_models.dataset_handler) EvalTraceContext (class in nat.eval.utils.eval_trace_ctx) evaluate (FastApiFrontEndConfig attribute) evaluate() (BaseEvaluator method) (RAGEvaluator method) (SweBenchEvaluator method) evaluate_fn (EvaluatorInfo attribute) evaluate_item() (AverageLLMLatencyEvaluator method) (AverageNumberOfLLMCallsEvaluator method) (AverageTokensPerLLMEndEvaluator method) (AverageWorkflowRuntimeEvaluator method) (BaseEvaluator method) (TrajectoryEvaluator method) (TunableRagEvaluator method) EvaluateRequest (class in nat.front_ends.fastapi.fastapi_front_end_config) EvaluateResponse (class in nat.front_ends.fastapi.fastapi_front_end_config) EvaluateStatusResponse (class in nat.front_ends.fastapi.fastapi_front_end_config) evaluation_context() (EvalTraceContext method) (WeaveEvalTraceContext method) evaluation_prompt() (in module nat.eval.tunable_rag_evaluator.evaluate) evaluation_results (EvaluationRun attribute) (EvaluationRunOutput attribute) evaluation_run_outputs (MultiEvaluationRunner attribute) (MultiEvaluationRunOutput attribute) EvaluationRemoteWorkflowHandler (class in nat.eval.remote_workflow) EvaluationRun (class in nat.eval.evaluate) EvaluationRunConfig (class in nat.eval.config) EvaluationRunOutput (class in nat.eval.config) EVALUATOR (ComponentEnum attribute) (PluginTypes attribute) (SpanKind attribute) evaluator_llm (RAGEvaluator attribute) evaluator_name (OptimizerMetric attribute) evaluator_output_files (EvaluationRun attribute) (EvaluationRunOutput attribute) EvaluatorBaseConfig (class in nat.data_models.evaluator) EvaluatorBaseConfigT (in module nat.data_models.evaluator) EvaluatorBuildCallableT (in module nat.cli.type_registry) EvaluatorInfo (class in nat.builder.evaluator) EvaluatorRegisteredCallableT (in module nat.cli.type_registry) evaluators (EvalConfig attribute) event_category (IntermediateStep property) (IntermediateStepPayload property) event_state (IntermediateStep property) (IntermediateStepPayload property) event_stream (ContextState property) event_timestamp (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute) event_type (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute) event_type_to_span_kind() (in module nat.data_models.span) EVENT_TYPE_TO_SPAN_KIND_MAP (in module nat.data_models.span) events (OtelSpan property) (Span attribute) eviction_policy (JobManagementConfig attribute) evidence (ReWOOPlanStep attribute) evidence_map (ReWOOGraphState attribute) example (OpenAIMessage attribute) example_number (ConcurrencyCallNode attribute) (DataFrameRow attribute) (PrefixCallNode attribute) examples_containing (FrequentPattern attribute) Exc (in module nat.utils.exception_handlers.automatic_retries) exclude (FunctionGroupBaseConfig attribute) execute() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) execute_agno_tool() (in module nat.plugins.agno.tool_wrapper) execute_code() (LocalSandbox method) (Sandbox method) (TestCodeExecutionSandbox method) execute_code_subprocess() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) execute_python() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) execute_score_select_function() (in module nat.experimental.test_time_compute.functions.execute_score_select_function) ExecuteScoreSelectFunctionConfig (class in nat.experimental.test_time_compute.functions.execute_score_select_function) execution_levels (ReWOOGraphState attribute) executor_node() (ReWOOAgentGraph method) expected_output_obj (EvalInputItem attribute) expected_trajectory (EvalInputItem attribute) expected_trajectory_key (DatasetHandler property) (EvalDatasetStructureConfig attribute) experimental() (in module nat.experimental.decorators.experimental_warning_decorator) expires_at (BaseAsyncStatusResponse attribute) (TokenValidationResult attribute) expiry_seconds (EvaluateRequest attribute) (JobInfo attribute) export() (BaseExporter method) (DummySpanExporter static method) (Exporter method) (ProcessingExporter method) (RawExporter method) (SpanExporter method) export_contract (DFWExporter property) export_otel_spans() (OtelSpanExporter method), [1] (OTLPSpanExporterMixin method) (PhoenixMixin method) (RagaAICatalystMixin method) export_processed() (DFWElasticsearchExporter method) (DFWExporter method) (ElasticsearchMixin method) (FileExportMixin method) (OtelSpanExporter method), [1] (ProcessingExporter method) (RawExporter method) (SpanExporter method) (WeaveExporter method) export_timeout (EvaluationRunConfig attribute) Exporter (class in nat.observability.exporter.exporter) exporter_manager (Workflow property) ExporterManager (class in nat.observability.exporter_manager) expose_headers (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) extract_code_output() (in module nat.tool.code_execution.utils) extract_code_to_execute() (in module nat.tool.code_execution.utils) extract_data_from_context() (ContextualRedactionProcessor method) (SpanHeaderRedactionProcessor method), [1] extract_dependencies_with_extras_resolved() (in module nat.registry_handlers.package_utils) extract_generic_parameters_from_class() (DecomposedType static method) extract_input_obj() (RAGEvaluator method) extract_non_optional_type() (TypeIntrospectionMixin method) extract_primary_exception() (in module nat.plugins.mcp.exception_handler) extract_timestamp() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_extractor) extract_token_usage() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_extractor) extract_usage_info() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_extractor) extreme_outlier_threshold (FitConfig attribute)

F

F (in module nat.experimental.decorators.experimental_warning_decorator) (in module nat.profiler.decorators.function_tracking) (in module nat.utils.decorators) factory (IsolatedAttribute attribute) FAIL_TO_PASS (SWEBenchInput attribute) FAILED (InteractionStatus attribute) (RunnerState attribute) FAILURE (DiscoveryStatusEnum attribute) (JobStatus attribute) fallback_timezone (Settings attribute) FalsyBatchFilterProcessor (class in nat.observability.processor.falsy_batch_filter_processor) FalsyT (in module nat.observability.processor.falsy_batch_filter_processor) FastApiFrontEndConfig (class in nat.front_ends.fastapi.fastapi_front_end_config) FastApiFrontEndConfig.CrossOriginResourceSharing (class in nat.front_ends.fastapi.fastapi_front_end_config) FastApiFrontEndConfig.Endpoint (class in nat.front_ends.fastapi.fastapi_front_end_config) FastApiFrontEndConfig.EndpointBase (class in nat.front_ends.fastapi.fastapi_front_end_config) FastApiFrontEndPlugin (class in nat.front_ends.fastapi.fastapi_front_end_plugin) FastApiFrontEndPluginWorker (class in nat.front_ends.fastapi.fastapi_front_end_plugin_worker) FastApiFrontEndPluginWorkerBase (class in nat.front_ends.fastapi.fastapi_front_end_plugin_worker) feedback (TTCItem attribute) feedback_llm (LLMAsAJudgeEditor attribute) (LLMAsAJudgeEditorConfig attribute) feedback_template (LLMAsAJudgeEditorConfig attribute) field (EvalFilterEntryConfig attribute) field_name (GatedFieldMixinConfig attribute) fields (SearchQuery attribute) file_logging_method() (in module nat.observability.register) file_path (EvalDatasetBaseConfig attribute) file_telemetry_exporter() (in module nat.observability.register) FileExporter (class in nat.observability.exporter.file_exporter) FileExportMixin (class in nat.observability.mixin.file_mixin) FileLoggingMethod (class in nat.observability.register) FileMode (class in nat.observability.mixin.file_mode) FileTelemetryExporterConfig (class in nat.observability.register) filter (EvalDatasetBaseConfig attribute) filter() (LogFilter method) filter_config (DatasetFilter attribute) filter_intermediate_steps() (DatasetHandler method) (IntermediateStepAdapter method) filter_parameters (GithubGetIssueModelList attribute) (GithubGetPullsModelList attribute) final_answer (ReActGraphState attribute) FINAL_ANSWER_ACTION (in module nat.agent.react_agent.output_parser) final_answer_and_action (ReActOutputParserException attribute) FINAL_ANSWER_AND_PARSABLE_ACTION_ERROR_MESSAGE (in module nat.agent.react_agent.output_parser) find_calls_active_in_interval() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) find_contiguous_matches() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) find_distribution_name() (in module nat.registry_handlers.package_utils) find_midpoint_concurrency() (in module nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) find_package_root() (in module nat.cli.commands.workflow.workflow_commands) find_percentile_concurrency() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) finish_reason (ChoiceBase attribute) (ResponseChoice attribute) FINISH_REASON_MAP (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) FINISH_REASONS (in module nat.data_models.api_server) FinishReason (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) fit() (ForecastingBaseModel method), [1] (LinearModel method), [1] (RandomForestModel method), [1] fit_config (CalcRunnerConfig attribute) (LinearFitAnalyzer attribute) fit_results (CalcRunnerOutput attribute) FitConfig (class in nat.profiler.calc.data_models) FitResults (class in nat.profiler.calc.data_models) flatten_calls() (in module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis) FlowHandlerBase (class in nat.authentication.interfaces) FlowState (class in nat.front_ends.fastapi.auth_flow_handlers.websocket_flow_handler) flush_interval (BatchConfigMixin attribute) follow_redirects (ZepMemoryClientConfig attribute) force_flush() (BatchingProcessor method) force_redact (ContextualRedactionProcessor attribute) force_redaction (RedactionConfigMixin attribute) ForecastingBaseModel (class in nat.profiler.forecasting.models) (class in nat.profiler.forecasting.models.forecasting_base_model) forget() (MemoryManager method) format (InputAudio attribute) format_code_output() (in module nat.tool.code_execution.utils) format_mcp_error() (in module nat.plugins.mcp.exception_handler) format_tool() (in module nat.cli.commands.mcp.mcp) forward_message (RouterAgentGraphState attribute) framework (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute) framework_wrappers (RegisteredFunctionGroupInfo attribute) (RegisteredFunctionInfo attribute) FrameworkLLMPrefixData (class in nat.profiler.inference_optimization.data_models) frequency (FrequentPattern attribute) frequency_penalty (ChatRequest attribute) FrequentPattern (class in nat.profiler.inference_optimization.data_models)

from_config() (WorkflowBuilder class method) (WorkflowEvalBuilder class method) from_config_type() (DiscoveryMetadata static method) from_content() (ChatRequest static method) from_dict() (Document class method) from_entry_fn() (Workflow static method) from_exporters() (ExporterManager static method) from_file() (Settings static method) from_fn() (FunctionInfo static method) from_fn_wrapper() (DiscoveryMetadata static method) from_function() (FunctionDescriptor static method) from_info() (LambdaFunction static method) from_intermediate_step() (IntermediatePropertyAdaptor class method) from_package_component_type() (ComponentDiscoveryMetadata static method) from_package_name() (DiscoveryMetadata static method) from_provider_framework_map() (DiscoveryMetadata static method) from_string() (ChatRequest static method) (ChatResponse static method) (ChatResponseChunk static method) FRONT_END (ComponentEnum attribute) front_end (GeneralConfig attribute) FRONT_END (PluginTypes attribute) front_end_config (FastApiFrontEndPluginWorkerBase property) (FrontEndBase property) (MCPFrontEndPluginWorkerBase attribute) FrontEndBase (class in nat.builder.front_end) FrontEndBaseConfig (class in nat.data_models.front_end) FrontEndBuildCallableT (in module nat.cli.type_registry) FrontEndConfigT (in module nat.data_models.front_end) FrontEndRegisteredCallableT (in module nat.cli.type_registry) full_config (FrontEndBase property) (MCPFrontEndPluginWorkerBase attribute) full_dataset_entry (EvalInputItem attribute) full_type (RegisteredInfo attribute) (TypedBaseModel attribute) func (FunctionDescriptor attribute) Function (class in nat.builder.function) (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) FUNCTION (ComponentEnum attribute) function (EvalDatasetCustomConfig attribute) FUNCTION (IntermediateStepCategory attribute) function (RequestTool attribute) (SemanticKernelPatchMethod attribute) FUNCTION (SpanKind attribute) function (ToolCall attribute) (ToolSchema attribute) function_ancestry (IntermediateStep attribute) function_dependencies (WorkflowBuilder attribute) FUNCTION_END (IntermediateStepType attribute) FUNCTION_GROUP (ComponentEnum attribute) function_group_dependencies (WorkflowBuilder attribute) FUNCTION_GROUPS (ComponentGroup attribute) function_groups (Config attribute) (FunctionDependencies attribute) (Workflow attribute) function_id (DataFrameRow attribute) (IntermediatePropertyAdaptor property) (InvocationNode attribute) function_name (DataFrameRow attribute) (FastApiFrontEndConfig.Endpoint attribute) (IntermediatePropertyAdaptor property) (InvocationNode attribute) (RouteInfo attribute) function_names (BaseThinkingInjector attribute) FUNCTION_START (IntermediateStepType attribute) FunctionArgumentWrapper (class in nat.llm.utils.thinking) FunctionBase (class in nat.builder.function_base) FunctionBaseConfig (class in nat.data_models.function) FunctionBuildCallableT (in module nat.cli.type_registry) FunctionConfigT (in module nat.data_models.function) FunctionDependencies (class in nat.data_models.function_dependencies) FunctionDescriptor (class in nat.builder.function_info) FunctionDetails (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) FunctionGroup (class in nat.builder.function) FunctionGroupBaseConfig (class in nat.data_models.function) FunctionGroupBuildCallableT (in module nat.cli.type_registry) FunctionGroupConfigT (in module nat.data_models.function) FunctionGroupRef (class in nat.data_models.component_ref) FunctionGroupRegisteredCallableT (in module nat.cli.type_registry) FunctionInfo (class in nat.builder.function_info) FunctionMessage (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) FunctionParameters (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) FunctionRef (class in nat.data_models.component_ref) FunctionRegisteredCallableT (in module nat.cli.type_registry) FUNCTIONS (ComponentGroup attribute) functions (Config attribute) (FunctionDependencies attribute) (Workflow attribute) future (_FlowState attribute) (FlowState attribute)

G

ga_crossover_rate (PromptGAOptimizationConfig attribute) ga_diversity_lambda (PromptGAOptimizationConfig attribute) ga_elitism (PromptGAOptimizationConfig attribute) ga_generations (PromptGAOptimizationConfig attribute) ga_mutation_rate (PromptGAOptimizationConfig attribute) ga_offspring_size (PromptGAOptimizationConfig attribute) ga_parallel_evaluations (PromptGAOptimizationConfig attribute) ga_population_size (PromptGAOptimizationConfig attribute) ga_selection_method (PromptGAOptimizationConfig attribute) ga_tournament_size (PromptGAOptimizationConfig attribute) galileo_telemetry_exporter() (in module nat.plugins.opentelemetry.register) GalileoTelemetryExporter (class in nat.plugins.opentelemetry.register) GatedFieldMixin (class in nat.data_models.gated_field_mixin) GatedFieldMixinConfig (class in nat.data_models.gated_field_mixin) general (Config attribute) (EvalConfig attribute) general_config (WorkflowBuilder attribute) GeneralConfig (class in nat.data_models.config) GENERATE (WorkflowSchemaType attribute) generate_calc_runner_output() (CalcRunner method) generate_config_type_docs() (in module nat.utils.metadata_utils) generate_feedback() (LLMAsAJudgeEditor method) generate_instance_id() (in module nat.data_models.component_ref) generate_json_schema() (HashableBaseModel class method) generate_single_response() (in module nat.front_ends.fastapi.response_helpers) GENERATE_STREAM (WorkflowSchemaType attribute) generate_streaming_response() (in module nat.front_ends.fastapi.response_helpers) generate_streaming_response_as_str() (in module nat.front_ends.fastapi.response_helpers) generate_streaming_response_full() (in module nat.front_ends.fastapi.response_helpers) generate_streaming_response_full_as_str() (in module nat.front_ends.fastapi.response_helpers) generated_answer_key (DatasetHandler property) (EvalDatasetStructureConfig attribute) GenerateResponse (class in nat.data_models.api_server) GET (HTTPMethod attribute) get() (AsyncDictionary method) (AsyncIOProducerConsumerQueue method) (Context static method) (ContextState static method) (ExporterManager method) (GlobalSettings static method) (GlobalTypeConverter static method) (GlobalTypeRegistry static method) get_accessible_functions() (FunctionGroup method) get_active_instance_count() (BaseExporter class method) get_active_resource_count() (ResourceConflictMixin class method) get_adapter() (TraceAdapterRegistry class method), [1], [2] get_agent_action_single() (IntermediateStepAdapter method) get_agent_actions() (IntermediateStepAdapter method) get_all_aiq_entrypoints_distro_mapping (in module nat.runtime.loader) get_all_entrypoints_distro_mapping() (in module nat.runtime.loader) get_all_exporters() (ExporterManager method) (Workflow method) get_all_functions() (FunctionGroup method) get_all_jobs() (JobStore method) get_all_tools() (EvalBuilder method) (WorkflowEvalBuilder method) get_all_transitive_dependencies() (in module nat.registry_handlers.package_utils) get_annotated_type() (DecomposedType method) get_app() (in module nat.front_ends.fastapi.main) get_async_generator_type() (DecomposedType method) get_auth_provider() (Builder method) (ChildBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_auth_providers() (Builder method) get_available_destinations (in module nat.plugins.data_flywheel.observability.schema.schema_registry) get_available_destinations() (SchemaRegistry class method) get_available_schemas (in module nat.plugins.data_flywheel.observability.schema.schema_registry) get_available_schemas() (SchemaRegistry class method) get_base_model_function_input() (FunctionDescriptor method) get_base_model_function_output() (FunctionDescriptor method) get_base_type() (DecomposedType method) get_class_name() (in module nat.front_ends.fastapi.utils) get_collection_by_name() (NemoRetriever method) get_collections() (NemoRetriever method) get_command() (StartCommandGroup method) get_common_prefixes() (in module nat.profiler.inference_optimization.prompt_caching) get_config() (FunctionGroup method) get_config_file_path() (in module nat.front_ends.fastapi.utils) get_context() (IntermediateStepAdapter method) get_contract_class() (ContractVersion method), [1] get_current_file_path() (FileExportMixin method) get_current_union() (TraceAdapterRegistry class method), [1], [2] get_db_engine() (in module nat.front_ends.fastapi.job_store) get_distribution_name_from_config_type() (DiscoveryMetadata static method) get_distribution_name_from_metadata() (DiscoveryMetadata static method) get_distribution_name_from_module() (DiscoveryMetadata static method) get_distributions() (in module nat.registry_handlers.package_utils) get_effective_config() (LayeredConfig method) get_embedder() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_embedder_client() (TypeRegistry method) get_embedder_config() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_embedder_provider() (TypeRegistry method) get_embedders() (Builder method) get_end_time() (OtelSpan method) get_eval_call() (EvalTraceContext method) get_eval_input_from_dataset() (DatasetHandler method) get_eval_input_from_df() (DatasetHandler method) get_evaluator() (EvalBuilder method) (TypeRegistry method) (WorkflowEvalBuilder method) get_evaluator_config() (EvalBuilder method) (WorkflowEvalBuilder method) get_excluded_functions() (FunctionGroup method) get_existing_channel_interactive() (in module nat.utils.settings.global_settings) get_expires_at() (JobStore method) get_exporter() (ExporterManager method) get_file_info() (FileExportMixin method) get_format_instructions() (ReActOutputParser method) get_front_end() (TypeRegistry method) get_function() (Builder method) (ChildBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_function_config() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_function_dependencies() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_function_description() (in module nat.front_ends.mcp.tool_converter) get_function_group() (Builder method) (ChildBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_function_group_config() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_function_group_dependencies() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_function_groups() (Builder method) get_functions() (Builder method) get_id() (UserManagerHolder method) get_included_functions() (FunctionGroup method) get_infos_by_type() (TypeRegistry method) get_intermediate_step_parent_id() (MessageValidator method) get_isolated_instance_count() (BaseExporter class method) get_job() (JobStore method) get_jobs_by_status() (JobStore method) get_last_job() (JobStore method) get_links() (OtelSpan method) get_llm() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_llm_client() (TypeRegistry method) get_llm_config() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_llm_provider() (TypeRegistry method)

get_llms() (Builder method) get_lock() (KeyedLock method) get_logging_method() (TypeRegistry method) get_max_concurrency() (EvalBuilder method) (WorkflowEvalBuilder method) get_memory() (TypeRegistry method) get_memory_client() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_memory_client_config() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_memory_clients() (Builder method) get_memory_tool() (in module nat.tool.memory_tools.get_memory_tool) get_message_schema_by_type() (MessageValidator method) get_metadata_items() (ComponentDiscoveryMetadata method) get_model_name_from_output() (SweBenchEvaluator method) get_module_name_from_distribution() (in module nat.registry_handlers.package_utils) get_object() (InMemoryObjectStore method) (MySQLObjectStore method) (ObjectStore method) (RedisObjectStore method) (S3ObjectStore method) get_object_store() (TypeRegistry method) get_object_store_client() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_object_store_clients() (Builder method) get_object_store_config() (Builder method) (ChildBuilder method) (in module nat.cli.commands.object_store.object_store) (WorkflowBuilder method) get_op_name() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) get_opentelemetry_sdk_version() (in module nat.plugins.opentelemetry.otel_span_exporter) get_optional_type() (DecomposedType method) get_output_dir() (EvalBuilder method) (WorkflowEvalBuilder method) get_parent() (OtelSpan method) get_preferred_item() (DiscoveryMetadata static method) get_processor_by_name() (ProcessingExporter method) get_pydantic_schema() (DecomposedType method) get_registered_auth_providers() (TypeRegistry method) get_registered_channel_info_by_channel_type() (TypeRegistry method) get_registered_embedder_providers() (TypeRegistry method) get_registered_evaluators() (TypeRegistry method) get_registered_front_ends() (TypeRegistry method) get_registered_function_groups() (TypeRegistry method) get_registered_functions() (TypeRegistry method) get_registered_llm_providers() (TypeRegistry method) get_registered_logging_method() (TypeRegistry method) get_registered_memorys() (TypeRegistry method) get_registered_object_stores() (TypeRegistry method) get_registered_registry_handlers() (TypeRegistry method) get_registered_retriever_providers() (TypeRegistry method) get_registered_telemetry_exporters() (TypeRegistry method) get_registered_ttc_strategies() (TypeRegistry method) get_registered_types_by_component_type() (TypeRegistry method) get_registry_handler() (TypeRegistry method) get_repo_root() (in module nat.cli.commands.workflow.workflow_commands) get_retriever() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_retriever_client() (TypeRegistry method) get_retriever_config() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_retriever_provider() (TypeRegistry method) get_retrievers() (Builder method) get_sandbox() (in module nat.tool.code_execution.code_sandbox) get_schema (in module nat.plugins.data_flywheel.observability.schema.schema_registry) get_schema() (SchemaRegistry class method) get_schemas_for_destination (in module nat.plugins.data_flywheel.observability.schema.schema_registry) get_schemas_for_destination() (SchemaRegistry class method) get_span_context() (OtelSpan method) get_stats() (BatchingProcessor method) get_status() (JobStore method) (OtelSpan method) get_step_adaptor() (FastApiFrontEndPluginWorker method) (FastApiFrontEndPluginWorkerBase method) get_stream_data() (ResponseBaseModelIntermediate method) (ResponseBaseModelOutput method) (ResponsePayloadOutput method) (ResponseSerializable method) get_telemetry_exporter() (TypeRegistry method) get_tool() (Builder method) (ChildBuilder method) (MCPBaseClient method) (WorkflowBuilder method) get_tool_wrapper() (TypeRegistry method) get_tools() (Builder method) (ChildBuilder method) (MCPBaseClient method) (WorkflowBuilder method) get_trace_container() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_to_dfw) get_tracer() (DummyTrace static method) (DummyTracerProvider static method) get_tracer_provider() (DummyTrace static method) get_transitive_dependencies() (in module nat.registry_handlers.package_utils) get_ttc_strategy() (Builder method) (ChildBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_ttc_strategy_config() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_type_info() (in module nat.plugins.semantic_kernel.tool_wrapper) get_unbound_params() (MilvusRetriever method) (NemoRetriever method) get_user_manager() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_value() (LayeredConfig method) get_version() (in module nat.cli.entrypoint) get_worker_class() (FastApiFrontEndPlugin method) (MCPFrontEndPlugin method) get_worker_class_name() (FastApiFrontEndPlugin method) (MCPFrontEndPlugin method) get_workflow() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_workflow_config() (Builder method) (ChildBuilder method) (WorkflowBuilder method) get_workflow_path_from_name() (in module nat.cli.commands.workflow.workflow_commands) GetToolConfig (class in nat.tool.memory_tools.get_memory_tool) github_files_tool() (in module nat.tool.github_tools) github_tool() (in module nat.tool.github_tools) GithubCommitCodeModel (class in nat.tool.github_tools) GithubCommitCodeModelList (class in nat.tool.github_tools) GithubCreateIssueModel (class in nat.tool.github_tools) GithubCreateIssueModelList (class in nat.tool.github_tools) GithubCreatePullList (class in nat.tool.github_tools) GithubCreatePullModel (class in nat.tool.github_tools) GithubFilesGroupConfig (class in nat.tool.github_tools) GithubGetIssueModel (class in nat.tool.github_tools) GithubGetIssueModelList (class in nat.tool.github_tools) GithubGetPullsModel (class in nat.tool.github_tools) GithubGetPullsModelList (class in nat.tool.github_tools) GithubGroupConfig (class in nat.tool.github_tools) GithubUpdateIssueModel (class in nat.tool.github_tools) GithubUpdateIssueModelList (class in nat.tool.github_tools) GlobalSettings (class in nat.settings.global_settings) GlobalTypeConverter (class in nat.utils.type_converter) GlobalTypeRegistry (class in nat.cli.type_registry) google_adk_tool_wrapper() (in module nat.plugins.adk.tool_wrapper) gpu_estimate_by_llm_latency (GPUEstimates attribute) gpu_estimate_by_wf_runtime (GPUEstimates attribute) gpu_estimates (CalcData attribute) (CalcRunnerOutput attribute) gpu_estimates_per_concurrency (CalcRunner attribute) GPUEstimates (class in nat.profiler.calc.data_models) graph (BaseAgent attribute) GRID_ALPHA (PlotConfig attribute) group_from_component() (in module nat.builder.component_utils) GUARDRAIL (SpanKind attribute)

H

handle_mcp_exceptions() (in module nat.plugins.mcp.exception_handler) handle_tool_errors (ToolCallAgentWorkflowConfig attribute) has_base_type (DecomposedType property) has_single_output (FunctionBase property) (LambdaFunction property) (Workflow property) has_streaming_output (FunctionBase property) (LambdaFunction property) (Workflow property) has_union_input (TypeIntrospectionMixin property) has_union_output (TypeIntrospectionMixin property) HashableBaseModel (class in nat.data_models.common) head (GithubGetPullsModel attribute) HEAD (HTTPMethod attribute) HEADER (CredentialKind attribute) (CredentialLocation attribute) header_name (BearerTokenCred attribute) HEADER_NAME_REGEX (in module nat.authentication.api_key.api_key_auth_provider_config) HeaderAuthScheme (class in nat.data_models.authentication) HeaderCred (class in nat.data_models.authentication) HeaderNameFieldError HeaderPrefixFieldError HeaderRedactionConfigMixin (class in nat.observability.mixin.redaction_config_mixin) headers (AuthenticatedContext attribute) (DFWElasticsearchTelemetryExporter attribute) (Request attribute) (RequestAttributes property) (SpanHeaderRedactionProcessor attribute), [1] HIGH (PrivacyLevel attribute) high (SearchSpace attribute) hints_text (SWEBenchInput attribute)

host (FastApiFrontEndConfig attribute) (MCPFrontEndConfig attribute) (Mem0MemoryClientConfig attribute) (MySQLObjectStoreClientConfig attribute) (RedisMemoryClientConfig attribute) (RedisObjectStoreClientConfig attribute) HOST_ENV (MySQLObjectStoreClientConfig attribute) HTTP_BASIC (AuthFlowType attribute) http_basic_auth_provider() (in module nat.authentication.http_basic_auth.register) http_session (Sandbox attribute) HTTPAuthenticationFlowHandler (class in nat.front_ends.fastapi.auth_flow_handlers.http_flow_handler) HTTPBasicAuthProvider (class in nat.authentication.http_basic_auth.http_basic_auth_provider) HTTPBasicAuthProviderConfig (class in nat.authentication.http_basic_auth.register) HTTPMethod (class in nat.data_models.authentication) human_interaction_callback() (WebSocketMessageHandler method) HumanPrompt (in module nat.data_models.interactive) HumanPromptBase (class in nat.data_models.interactive) HumanPromptBinary (class in nat.data_models.interactive) HumanPromptCheckbox (class in nat.data_models.interactive) HumanPromptDropdown (class in nat.data_models.interactive) HumanPromptModelType (class in nat.data_models.interactive) HumanPromptMultipleChoiceBase (class in nat.data_models.interactive) HumanPromptNotification (class in nat.data_models.interactive) HumanPromptRadio (class in nat.data_models.interactive) HumanPromptText (class in nat.data_models.interactive) HumanResponse (in module nat.data_models.interactive) HumanResponseBinary (class in nat.data_models.interactive) HumanResponseCheckbox (class in nat.data_models.interactive) HumanResponseDropdown (class in nat.data_models.interactive) HumanResponseNotification (class in nat.data_models.interactive) HumanResponseRadio (class in nat.data_models.interactive) HumanResponseText (class in nat.data_models.interactive)

I

iat (TokenValidationResult attribute) id (BinaryHumanPromptOption attribute) (ChatResponse attribute) (ChatResponseChunk attribute) (Collection attribute) (EvalInputItem attribute) (EvalOutputItem attribute) (InteractionBase attribute) (MultipleChoiceOption attribute) (OpenAIMessage attribute) (Response attribute) (ResponseIntermediateStep attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) id_key (DatasetHandler property) (EvalDatasetBaseConfig attribute) IMAGE_URL (ChatContentType attribute) image_url (ImageContent attribute) ImageContent (class in nat.data_models.api_server) ImageUrl (class in nat.data_models.api_server) import_class_from_string() (in module nat.front_ends.fastapi.utils) IMPORT_ERROR_MESSAGE (in module nat.llm.utils.error) in_memory_object_store() (in module nat.object_store.in_memory_object_store) IN_PROGRESS (InteractionStatus attribute) (WebSocketMessageStatus attribute) include (FunctionGroupBaseConfig attribute) include_tool_input_schema_in_tool_description (ReActAgentWorkflowConfig attribute) (ReWOOAgentWorkflowConfig attribute) index (ChoiceBase attribute) (DFWElasticsearchTelemetryExporter attribute) (ResponseChoice attribute) INDEX_NAME (in module nat.plugins.redis.redis_editor) (in module nat.plugins.redis.schema) InferenceMetricsModel (class in nat.profiler.inference_metrics_model) InferenceOptimizationHolder (class in nat.profiler.profile_runner) info_command() (in module nat.cli.commands.info.info) info_mcp_deprecated() (in module nat.cli.commands.info.info) initialize_client() (WeaveEvaluationIntegration method) initialize_logger() (WeaveEvaluationIntegration method) INITIALIZED (RunnerState attribute) inject() (BaseThinkingInjector method) InMemoryObjectStore (class in nat.object_store.in_memory_object_store) InMemoryObjectStoreConfig (class in nat.object_store.in_memory_object_store) InMemoryTokenStorage (class in nat.plugins.mcp.auth.token_storage) input (StreamEventData attribute) (TTCItem attribute) input_audio (AudioContent attribute) INPUT_AUDIO (ChatContentType attribute) input_class (FunctionBase property) input_file (ConsoleFrontEndConfig attribute) input_llm (TTCToolWrapperFunctionConfig attribute) input_message (ChatRequestOrMessage attribute) (Context property) (ContextState attribute) INPUT_MIME_TYPE (SpanAttributes attribute) input_obj (EvalInputItem attribute) input_obj_field (RagasEvaluatorConfig attribute) (RAGEvaluator attribute) input_query (ConsoleFrontEndConfig attribute) input_schema (FunctionBase property) (FunctionDescriptor attribute) (FunctionInfo attribute) (MCPToolClient property) INPUT_SCHEMA_MESSAGE (in module nat.agent.base) input_type (_HumanPromptOAuthConsent attribute) (FunctionBase property) (FunctionDescriptor attribute) (HumanPromptBinary attribute) (HumanPromptCheckbox attribute) (HumanPromptDropdown attribute) (HumanPromptNotification attribute) (HumanPromptRadio attribute) (HumanPromptText attribute) (TypeIntrospectionMixin property) input_type_is_base_model (FunctionDescriptor attribute) input_union_types (TypeIntrospectionMixin property) input_value (OpenAITraceSourceBase attribute) INPUT_VALUE (SpanAttributes attribute) InputAudio (class in nat.data_models.api_server) InputSpanT (in module nat.observability.exporter.span_exporter) InputT (in module nat.builder.function_base) (in module nat.observability.exporter.raw_exporter) (in module nat.observability.processor.callback_processor) (in module nat.observability.processor.processor) instance (ConfiguredAuthProvider attribute) (ConfiguredEmbedder attribute) (ConfiguredEvaluator attribute) (ConfiguredFunction attribute) (ConfiguredFunctionGroup attribute) (ConfiguredLLM attribute) (ConfiguredMemory attribute) (ConfiguredObjectStore attribute) (ConfiguredRetriever attribute) (ConfiguredTelemetryExporter attribute) (ConfiguredTTCStrategy attribute)

instance_id (ComponentInstanceData attribute) (SWEBenchInput attribute) (SWEBenchOutput attribute) instance_name (Function attribute) (FunctionGroup property) instruction_prompt_template (ReasoningFunctionConfig attribute) instrument() (ADKProfilerHandler method) (AgnoProfilerHandler method) (CrewAIProfilerHandler method) (SemanticKernelProfilerHandler method) instrumentation_scope (_SharedObjects attribute) (OtelSpan property) InteractionBase (class in nat.data_models.interactive) InteractionPrompt (class in nat.data_models.interactive) InteractionResponse (class in nat.data_models.interactive) InteractionStatus (class in nat.data_models.interactive) intercept (LinearFitResult attribute) INTERMEDIATE_DATA_PREFIX (in module nat.eval.remote_workflow) intermediate_parent_id (WebSocketSystemIntermediateStepMessage attribute) intermediate_results (ReWOOGraphState attribute) intermediate_step_adapter (DatasetHandler attribute) (EvaluationRun attribute) intermediate_step_manager (Context property) INTERMEDIATE_STEP_MESSAGE (WebSocketMessageType attribute) intermediate_steps (GenerateResponse attribute) IntermediatePropertyAdaptor (class in nat.profiler.intermediate_property_adapter) IntermediateStep (class in nat.data_models.intermediate_step) IntermediateStepAdapter (class in nat.eval.intermediate_step_adapter) IntermediateStepCategory (class in nat.data_models.intermediate_step) IntermediateStepManager (class in nat.builder.intermediate_step_manager) IntermediateStepPayload (class in nat.data_models.intermediate_step) IntermediateStepSerializer (class in nat.observability.processor.intermediate_step_serializer) IntermediateStepState (class in nat.data_models.intermediate_step) IntermediateStepType (class in nat.data_models.intermediate_step) INTERRUPTED (JobStatus attribute) introspection_endpoint (BearerTokenValidator attribute) (OAuth2ResourceServerConfig attribute) IntrospectionTokenVerifier (class in nat.front_ends.mcp.introspection_token_verifier) INVALID_DATA_CONTENT (ErrorTypes attribute) INVALID_MESSAGE (ErrorTypes attribute) INVALID_MESSAGE_TYPE (ErrorTypes attribute) INVALID_USER_MESSAGE_CONTENT (ErrorTypes attribute) InvocationNode (class in nat.data_models.invocation_node) invoke_subcommand() (StartCommandGroup method) is_annotated (DecomposedType property) is_async_callable() (in module nat.utils.callable_utils) is_async_gen (FunctionDescriptor attribute) is_async_generator (DecomposedType property) is_authenticating (AuthAdapter attribute) is_class (DecomposedType property) is_closed() (AsyncIOProducerConsumerQueue method) is_compatible_with_input() (TypeIntrospectionMixin method) is_conversation (ChatRequestOrMessage property) is_coroutine (FunctionDescriptor attribute) is_debugger_attached() (in module nat.utils.debugging_utils) is_empty (DecomposedType property) is_expired (JobInfo attribute) is_expired() (AuthResult method) is_field_optional() (in module nat.front_ends.mcp.tool_converter) is_file_path_url() (DatasetDownloader static method) is_generic (DecomposedType property) is_input_typed (FunctionDescriptor attribute) is_instance() (DecomposedType method) is_isolated_instance (BaseExporter property) is_optional (DecomposedType property) is_output_compatible_with() (TypeIntrospectionMixin method) is_output_typed (FunctionDescriptor attribute) is_prompt (SearchSpace attribute) is_recording() (OtelSpan method) is_registered (in module nat.plugins.data_flywheel.observability.schema.schema_registry) is_registered() (SchemaRegistry class method) is_remote (OtelSpan property) is_repo_supported() (SweBenchEvaluator method) is_root (ComponentInstanceData attribute) is_string (ChatRequestOrMessage property) is_structured_input() (DatasetHandler method) is_subtype() (DecomposedType method) is_type_compatible() (DecomposedType static method) is_union (DecomposedType property) is_valid_json() (in module nat.utils.type_utils) IsolatedAttribute (class in nat.observability.exporter.base_exporter) IsolatedAttributeT (in module nat.observability.exporter.base_exporter) issue_deprecation_warning() (in module nat.utils.decorators) issue_experimental_warning() (in module nat.experimental.decorators.experimental_warning_decorator) issue_number (GithubUpdateIssueModel attribute) issuer (BearerTokenValidator attribute) (TokenValidationResult attribute) issuer_url (OAuth2ResourceServerConfig attribute) issues (GithubCreateIssueModelList attribute) (GithubUpdateIssueModelList attribute) items() (AsyncDictionary method) iterate_leaf_to_root() (in module nat.builder.component_utils) IterativePlanRefinementConfig (class in nat.experimental.test_time_compute.models.editor_config) IterativePlanRefinementEditor (class in nat.experimental.test_time_compute.editing.iterative_plan_refinement_editor)

J

job_id (BaseAsyncResponse attribute) (BaseAsyncStatusResponse attribute) (EvaluateRequest attribute) (JobInfo attribute) (OutputUploader attribute) job_management (EvalOutputConfig attribute) JobEvictionPolicy (class in nat.data_models.evaluate) JobInfo (class in nat.front_ends.fastapi.job_store) JobManagementConfig (class in nat.data_models.evaluate)

JobStatus (class in nat.front_ends.fastapi.job_store) JobStore (class in nat.front_ends.fastapi.job_store) join() (AsyncIOProducerConsumerQueue method) JSON (MimeTypes attribute), [1] JSONValue (in module nat.plugins.data_flywheel.observability.utils.deserialize) jti (TokenValidationResult attribute) judge_llm_prompt (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute) jwks_uri (BearerTokenValidator attribute) (OAuth2ResourceServerConfig attribute)

K

key_prefix (RedisMemoryClientConfig attribute) KeyAlreadyExistsError KeyedLock (class in nat.observability.utils.dict_utils) keys (GatedFieldMixinConfig attribute) keys() (AsyncDictionary method) kind (_CredBase attribute) (BasicAuthCred attribute) (BearerTokenCred attribute) (CookieCred attribute) (HeaderCred attribute) (OtelSpan property) (QueryCred attribute)

kwargs (EvalCustomScriptConfig attribute) (EvalDatasetCustomConfig attribute) (FunctionArgumentWrapper attribute) (RagasMetricConfig attribute)

L

label (BinaryHumanPromptOption attribute) (MultipleChoiceOption attribute) labels (GithubGetIssueModel attribute) (GithubUpdateIssueModel attribute) LambdaFunction (class in nat.builder.function) LANGCHAIN (LLMFrameworkEnum attribute) langchain_tool_wrapper() (in module nat.plugins.langchain.tool_wrapper) (in module nat.plugins.llama_index.tool_wrapper) LangchainProfilerHandler (class in nat.profiler.callbacks.langchain_callback_handler) langfuse_telemetry_exporter() (in module nat.plugins.opentelemetry.register) LangfuseTelemetryExporter (class in nat.plugins.opentelemetry.register) langsmith_telemetry_exporter() (in module nat.plugins.opentelemetry.register) LangsmithTelemetryExporter (class in nat.plugins.opentelemetry.register) last_activity (SessionData attribute) last_call_ts (ADKProfilerHandler attribute) (AgnoProfilerHandler attribute) (CrewAIProfilerHandler attribute) (LangchainProfilerHandler attribute) (LlamaIndexProfilerHandler attribute) (SemanticKernelProfilerHandler attribute) latency (_CallTiming property) LayeredConfig (class in nat.cli.cli_utils.config_override) leeway (BearerTokenValidator attribute) LEGEND_FONTSIZE (PlotConfig attribute) LENGTH (FinishReason attribute) level (ConsoleLoggingMethodConfig attribute) (FileLoggingMethod attribute) lifetime_task (SessionData attribute) linear_analyzer (CalcRunner attribute) LinearFitAnalyzer (class in nat.profiler.calc.calc_runner) LinearFitResult (class in nat.profiler.calc.data_models) LinearModel (class in nat.profiler.forecasting.models) (class in nat.profiler.forecasting.models.linear_model) links (OtelSpan property) list_channels() (in module nat.cli.commands.info.list_channels) list_commands() (StartCommandGroup method) list_components() (in module nat.cli.commands.info.list_components) list_registered_types() (TraceAdapterRegistry class method), [1], [2] list_tools_direct() (in module nat.cli.commands.mcp.mcp) list_tools_via_function_group() (in module nat.cli.commands.mcp.mcp) ListBatchFilterProcessor (class in nat.observability.processor.falsy_batch_filter_processor) litellm_adk() (in module nat.plugins.adk.llm) litellm_agno() (in module nat.plugins.agno.llm) litellm_crewai() (in module nat.plugins.crewai.llm) litellm_langchain() (in module nat.plugins.langchain.llm) litellm_llama_index() (in module nat.plugins.llama_index.llm) litellm_model() (in module nat.llm.litellm_llm) LiteLlmModelConfig (class in nat.llm.litellm_llm) LLAMA_INDEX (LLMFrameworkEnum attribute) LlamaIndexProfilerHandler (class in nat.profiler.callbacks.llama_index_callback_handler) llm (BaseAgent attribute) LLM (IntermediateStepCategory attribute) (SpanKind attribute) llm (TrajectoryEvaluator attribute) (TunableRagEvaluator attribute) llm_bound (IterativePlanRefinementEditor attribute) (LLMBasedAgentOutputSelector attribute) (LLMBasedAgentScorer attribute) (LLMBasedOutputMergingSelector attribute) (LLMBasedPlanScorer attribute) (LLMBasedPlanSelector attribute) (MotivationAwareScorer attribute) (MotivationAwareSummarization attribute) (SingleShotMultiPlanPlanner attribute) LLM_CLIENT (ComponentEnum attribute) LLM_END (IntermediateStepType attribute) llm_framework (RegisteredEmbedderClientInfo attribute) (RegisteredLLMClientInfo attribute) (RegisteredRetrieverClientInfo attribute) (RegisteredToolWrapper attribute) llm_latency (SizingMetricPerItem attribute) (UsageStatsItem attribute) llm_latency_ci (ProfilerResults attribute) LLM_LATENCY_COLOR (PlotConfig attribute) llm_latency_confidence_intervals (SimpleMetricsHolder attribute) llm_latency_fit (FitResults attribute) (LinearFitAnalyzer attribute) llm_latency_p95 (SizingMetrics attribute) llm_name (AgentBaseConfig attribute) (ChatCompletionConfig attribute) (CodeGenerationTool attribute) (DataFrameRow attribute) (IntermediatePropertyAdaptor property) (MilvusDocumentSearchToolConfig attribute) (RagasEvaluatorConfig attribute) (TrajectoryEvaluatorConfig attribute) (TunableRagEvaluatorConfig attribute) llm_new_token (DataFrameRow attribute) LLM_NEW_TOKEN (IntermediateStepType attribute) LLM_PROVIDER (ComponentEnum attribute) llm_retry_control_params (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute) LLM_START (IntermediateStepType attribute) llm_text_chunk (IntermediatePropertyAdaptor property) llm_text_input (DataFrameRow attribute) (IntermediatePropertyAdaptor property) (PrefixCallNode attribute) llm_text_output (ConcurrencyCallNode attribute) (DataFrameRow attribute) (IntermediatePropertyAdaptor property) LLM_TOKEN_COUNT_COMPLETION (SpanAttributes attribute) LLM_TOKEN_COUNT_PROMPT (SpanAttributes attribute) LLM_TOKEN_COUNT_TOTAL (SpanAttributes attribute) LLMAsAJudgeEditor (class in nat.experimental.test_time_compute.editing.llm_as_a_judge_editor) LLMAsAJudgeEditorConfig (class in nat.experimental.test_time_compute.models.editor_config) LLMBaseConfig (class in nat.data_models.llm) LLMBaseConfigT (in module nat.data_models.llm) LLMBasedAgentOutputSelectionConfig (class in nat.experimental.test_time_compute.models.selection_config) LLMBasedAgentOutputSelector (class in nat.experimental.test_time_compute.selection.llm_based_agent_output_selector) LLMBasedAgentScorer (class in nat.experimental.test_time_compute.scoring.llm_based_agent_scorer) LLMBasedAgentScoringConfig (class in nat.experimental.test_time_compute.models.scoring_config) LLMBasedOutputMergingConfig (class in nat.experimental.test_time_compute.models.selection_config) LLMBasedOutputMergingSelector (class in nat.experimental.test_time_compute.selection.llm_based_output_merging_selector) LLMBasedPlanScorer (class in nat.experimental.test_time_compute.scoring.llm_based_plan_scorer) LLMBasedPlanScoringConfig (class in nat.experimental.test_time_compute.models.scoring_config) LLMBasedPlanSelectionConfig (class in nat.experimental.test_time_compute.models.selection_config) LLMBasedPlanSelector (class in nat.experimental.test_time_compute.selection.llm_based_plan_selector) LLMClientBuildCallableT (in module nat.cli.type_registry) LLMClientRegisteredCallableT (in module nat.cli.type_registry) LLMFrameworkEnum (class in nat.builder.framework_enum) LLMMetrics (class in nat.profiler.inference_optimization.llm_metrics) LLMProviderBuildCallableT (in module nat.cli.type_registry) LLMProviderInfo (class in nat.builder.llm) LLMProviderRegisteredCallableT (in module nat.cli.type_registry) LLMRef (class in nat.data_models.component_ref) LLMS (ComponentGroup attribute) llms (Config attribute) (FunctionDependencies attribute) (MultiLLMPlanConfig attribute) (MultiQueryRetrievalSearchConfig attribute) (Workflow attribute) llms_bound (MultiLLMPlanner attribute) (MultiQueryRetrievalSearch attribute) LLMUniquenessMetrics (class in nat.profiler.inference_optimization.data_models) LLMUniquenessMetricsByLLM (class in nat.profiler.inference_optimization.data_models) load_and_override_config() (in module nat.cli.cli_utils.config_override) load_config() (in module nat.runtime.loader) load_metadata() (ComponentDiscoveryMetadata method) load_trials_from_csv() (in module nat.profiler.parameter_optimization.pareto_visualizer) load_trials_from_study() (in module nat.profiler.parameter_optimization.pareto_visualizer) load_workflow() (in module nat.runtime.loader) local_name (RegisteredInfo property) local_path (GithubCommitCodeModel attribute) local_registry_handler() (in module nat.registry_handlers.local.register_local) local_repo_dir (GithubGroupConfig attribute) LocalRegistryHandler (class in nat.registry_handlers.local.local_handler) LocalRegistryHandlerConfig (class in nat.registry_handlers.local.register_local) LocalSandbox (class in nat.tool.code_execution.code_sandbox) lock (SessionData attribute) log (in module nat.agent.dual_node) (in module nat.plugins.langchain.tools.code_generation_tool) LOG (in module nat.tool.code_execution.utils) log (SearchSpace attribute) log_instance_stats() (BaseExporter class method) log_level (MCPFrontEndConfig attribute) LOG_LEVELS (in module nat.utils.log_levels) log_prediction() (WeaveEvaluationIntegration method) log_response_max_chars (AgentBaseConfig attribute) (BaseAgent attribute) log_summary() (WeaveEvaluationIntegration method) log_usage_stats() (WeaveEvaluationIntegration method) LogFilter (class in nat.utils.log_utils) logger (in module nat.agent.base) (in module nat.agent.react_agent.agent) (in module nat.agent.react_agent.register) (in module nat.agent.reasoning_agent.reasoning_agent) (in module nat.agent.rewoo_agent.agent) (in module nat.agent.rewoo_agent.register) (in module nat.agent.tool_calling_agent.agent) (in module nat.agent.tool_calling_agent.register) (in module nat.authentication.api_key.api_key_auth_provider) (in module nat.authentication.api_key.api_key_auth_provider_config) (in module nat.authentication.credential_validator.bearer_token_validator) (in module nat.authentication.oauth2.oauth2_auth_code_flow_provider) (in module nat.builder.component_utils) (in module nat.builder.eval_builder) (in module nat.builder.function) (in module nat.builder.function_base) (in module nat.builder.function_info) (in module nat.builder.intermediate_step_manager) (in module nat.builder.user_interaction_manager) (in module nat.builder.workflow_builder) (in module nat.cli.cli_utils.config_override) (in module nat.cli.commands.configure.channel.add) (in module nat.cli.commands.configure.channel.channel) (in module nat.cli.commands.configure.channel.remove) (in module nat.cli.commands.configure.channel.update) (in module nat.cli.commands.configure.configure) (in module nat.cli.commands.evaluate) (in module nat.cli.commands.info.list_channels) (in module nat.cli.commands.info.list_components) (in module nat.cli.commands.mcp.mcp) (in module nat.cli.commands.object_store.object_store) (in module nat.cli.commands.optimize) (in module nat.cli.commands.registry.publish) (in module nat.cli.commands.registry.pull) (in module nat.cli.commands.registry.registry) (in module nat.cli.commands.registry.remove) (in module nat.cli.commands.registry.search) (in module nat.cli.commands.sizing.calc) (in module nat.cli.commands.start) (in module nat.cli.commands.uninstall) (in module nat.cli.commands.workflow.workflow) (in module nat.cli.commands.workflow.workflow_commands) (in module nat.cli.type_registry) (in module nat.control_flow.router_agent.agent) (in module nat.control_flow.router_agent.register) (in module nat.control_flow.sequential_executor) (in module nat.data_models.component) (in module nat.data_models.config) (in module nat.data_models.discovery_metadata) (in module nat.data_models.span) (in module nat.data_models.step_adaptor) (in module nat.eval.dataset_handler.dataset_downloader) (in module nat.eval.evaluate) (in module nat.eval.intermediate_step_adapter) (in module nat.eval.rag_evaluator.evaluate) (in module nat.eval.rag_evaluator.register) (in module nat.eval.remote_workflow) (in module nat.eval.runtime_event_subscriber) (in module nat.eval.swe_bench_evaluator.evaluate) (in module nat.eval.trajectory_evaluator.evaluate) (in module nat.eval.tunable_rag_evaluator.evaluate) (in module nat.eval.utils.eval_trace_ctx) (in module nat.eval.utils.output_uploader) (in module nat.eval.utils.weave_eval) (in module nat.experimental.decorators.experimental_warning_decorator) (in module nat.experimental.test_time_compute.editing.iterative_plan_refinement_editor) (in module nat.experimental.test_time_compute.editing.llm_as_a_judge_editor) (in module nat.experimental.test_time_compute.editing.motivation_aware_summarization) (in module nat.experimental.test_time_compute.functions.execute_score_select_function) (in module nat.experimental.test_time_compute.functions.plan_select_execute_function) (in module nat.experimental.test_time_compute.functions.ttc_tool_orchestration_function) (in module nat.experimental.test_time_compute.functions.ttc_tool_wrapper_function) (in module nat.experimental.test_time_compute.scoring.llm_based_agent_scorer) (in module nat.experimental.test_time_compute.scoring.llm_based_plan_scorer) (in module nat.experimental.test_time_compute.scoring.motivation_aware_scorer) (in module nat.experimental.test_time_compute.search.multi_llm_planner) (in module nat.experimental.test_time_compute.search.multi_query_retrieval_search) (in module nat.experimental.test_time_compute.search.single_shot_multi_plan_planner) (in module nat.experimental.test_time_compute.selection.best_of_n_selector) (in module nat.experimental.test_time_compute.selection.llm_based_agent_output_selector) (in module nat.experimental.test_time_compute.selection.llm_based_output_merging_selector) (in module nat.experimental.test_time_compute.selection.llm_based_plan_selector) (in module nat.experimental.test_time_compute.selection.threshold_selector) (in module nat.front_ends.console.authentication_flow_handler) (in module nat.front_ends.console.console_front_end_plugin) (in module nat.front_ends.fastapi.auth_flow_handlers.websocket_flow_handler) (in module nat.front_ends.fastapi.fastapi_front_end_config) (in module nat.front_ends.fastapi.fastapi_front_end_controller) (in module nat.front_ends.fastapi.fastapi_front_end_plugin) (in module nat.front_ends.fastapi.intermediate_steps_subscriber) (in module nat.front_ends.fastapi.main) (in module nat.front_ends.fastapi.message_handler) (in module nat.front_ends.fastapi.message_validator) (in module nat.front_ends.fastapi.step_adaptor) (in module nat.front_ends.mcp.introspection_token_verifier) (in module nat.front_ends.mcp.mcp_front_end_config) (in module nat.front_ends.mcp.mcp_front_end_plugin) (in module nat.front_ends.mcp.mcp_front_end_plugin_worker) (in module nat.front_ends.mcp.tool_converter) (in module nat.front_ends.simple_base.simple_front_end_plugin_base) (in module nat.llm.utils.thinking) (in module nat.observability.exporter.base_exporter) (in module nat.observability.exporter.exporter) (in module nat.observability.exporter.file_exporter) (in module nat.observability.exporter.processing_exporter) (in module nat.observability.exporter.raw_exporter) (in module nat.observability.exporter.span_exporter) (in module nat.observability.exporter_manager) (in module nat.observability.mixin.file_mixin) (in module nat.observability.mixin.resource_conflict_mixin) (in module nat.observability.mixin.type_introspection_mixin) (in module nat.observability.processor.batching_processor) (in module nat.observability.processor.falsy_batch_filter_processor) (in module nat.observability.processor.redaction.contextual_redaction_processor) (in module nat.observability.processor.redaction.redaction_processor) (in module nat.observability.processor.redaction.span_header_redaction_processor) (in module nat.observability.processor.span_tagging_processor) (in module nat.observability.register) (in module nat.observability.utils.dict_utils) (in module nat.observability.utils.time_utils) (in module nat.plugins.adk.adk_callback_handler) (in module nat.plugins.adk.llm) (in module nat.plugins.adk.tool_wrapper) (in module nat.plugins.agno.tool_wrapper) (in module nat.plugins.agno.tools.serp_api_tool) (in module nat.plugins.crewai.crewai_callback_handler) (in module nat.plugins.data_flywheel.observability.exporter.dfw_exporter) (in module nat.plugins.data_flywheel.observability.mixin.elasticsearch_mixin) (in module nat.plugins.data_flywheel.observability.processor.dfw_record_processor) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.nim_converter) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_extractor) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_to_dfw) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.trace_adapter_registry) (in module nat.plugins.data_flywheel.observability.register) (in module nat.plugins.data_flywheel.observability.schema.provider.nim_trace_source) (in module nat.plugins.data_flywheel.observability.schema.provider.openai_trace_source) (in module nat.plugins.data_flywheel.observability.schema.schema_registry) (in module nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) (in module nat.plugins.langchain.tool_wrapper) (in module nat.plugins.mcp.auth.auth_flow_handler) (in module nat.plugins.mcp.auth.auth_provider) (in module nat.plugins.mcp.auth.token_storage) (in module nat.plugins.mcp.client_base) (in module nat.plugins.mcp.client_impl) (in module nat.plugins.mcp.exception_handler) (in module nat.plugins.mcp.tool) (in module nat.plugins.mysql.mysql_object_store) (in module nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin) (in module nat.plugins.opentelemetry.otel_span) (in module nat.plugins.opentelemetry.otel_span_exporter) (in module nat.plugins.opentelemetry.otlp_span_adapter_exporter) (in module nat.plugins.opentelemetry.otlp_span_redaction_adapter_exporter) (in module nat.plugins.opentelemetry.register) (in module nat.plugins.opentelemetry.span_converter) (in module nat.plugins.phoenix.mixin.phoenix_mixin) (in module nat.plugins.phoenix.phoenix_exporter) (in module nat.plugins.phoenix.register) (in module nat.plugins.ragaai.mixin.ragaai_catalyst_mixin) (in module nat.plugins.ragaai.ragaai_catalyst_exporter) (in module nat.plugins.ragaai.register) (in module nat.plugins.redis.redis_editor) (in module nat.plugins.redis.redis_object_store) (in module nat.plugins.redis.schema) (in module nat.plugins.s3.s3_object_store) (in module nat.plugins.semantic_kernel.tool_wrapper) (in module nat.plugins.weave.register) (in module nat.plugins.weave.weave_exporter) (in module nat.profiler.calc.calc_runner) (in module nat.profiler.calc.calculations) (in module nat.profiler.calc.plot) (in module nat.profiler.callbacks.agno_callback_handler) (in module nat.profiler.callbacks.langchain_callback_handler) (in module nat.profiler.callbacks.llama_index_callback_handler) (in module nat.profiler.callbacks.semantic_kernel_callback_handler) (in module nat.profiler.decorators.framework_wrapper) (in module nat.profiler.forecasting.model_trainer) (in module nat.profiler.forecasting.models.linear_model) (in module nat.profiler.forecasting.models.random_forest_regressor) (in module nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) (in module nat.profiler.parameter_optimization.optimizable_utils) (in module nat.profiler.parameter_optimization.optimizer_runtime) (in module nat.profiler.parameter_optimization.parameter_optimizer) (in module nat.profiler.parameter_optimization.pareto_visualizer) (in module nat.profiler.parameter_optimization.prompt_optimizer) (in module nat.profiler.profile_runner) (in module nat.profiler.utils) (in module nat.registry_handlers.local.local_handler) (in module nat.registry_handlers.local.register_local) (in module nat.registry_handlers.metadata_factory) (in module nat.registry_handlers.package_utils) (in module nat.registry_handlers.pypi.pypi_handler) (in module nat.registry_handlers.rest.rest_handler) (in module nat.registry_handlers.schemas.headers) (in module nat.registry_handlers.schemas.package) (in module nat.registry_handlers.schemas.publish) (in module nat.registry_handlers.schemas.pull) (in module nat.registry_handlers.schemas.remove) (in module nat.registry_handlers.schemas.search) (in module nat.registry_handlers.schemas.status) (in module nat.retriever.milvus.retriever) (in module nat.retriever.nemo_retriever.retriever) (in module nat.runtime.loader) (in module nat.runtime.runner) (in module nat.settings.global_settings) (in module nat.tool.code_execution.code_sandbox) (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) (in module nat.tool.code_execution.register) (in module nat.tool.document_search) (in module nat.tool.memory_tools.add_memory_tool) (in module nat.tool.memory_tools.delete_memory_tool) (in module nat.tool.memory_tools.get_memory_tool) (in module nat.tool.nvidia_rag) (in module nat.tool.retriever) (in module nat.utils.decorators) (in module nat.utils.exception_handlers.automatic_retries) (in module nat.utils.exception_handlers.schemas) (in module nat.utils.io.yaml_tools) (in module nat.utils.optional_imports) (in module nat.utils.reactive.observer) (in module nat.utils.settings.global_settings) (in module nat.utils.type_converter)

LOGGING (ComponentEnum attribute) logging (TelemetryConfig attribute) LoggingBaseConfig (class in nat.data_models.logging) LoggingMethodBuildCallableT (in module nat.cli.type_registry) LoggingMethodConfigT (in module nat.data_models.logging) LoggingMethodRegisteredCallableT (in module nat.cli.type_registry) logit_bias (ChatRequest attribute) logprobs (ChatRequest attribute) logstream (GalileoTelemetryExporter attribute) LOW (PrivacyLevel attribute) low (SearchSpace attribute)

M

match_valid_channel() (in module nat.utils.settings.global_settings) matrix_length (LinearModel attribute), [1] (RandomForestModel attribute), [1] max_age (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) max_concurrency (AverageLLMLatencyConfig attribute) (AverageNumberOfLLMCallsConfig attribute) (AverageTokensPerLLMEndConfig attribute) (AverageWorkflowRuntimeConfig attribute) (BaseEvaluator attribute) (EvalGeneralConfig attribute) (RAGEvaluator attribute) (SimpleOperationStats attribute) MAX_EXPIRY (JobStore attribute) max_file_size (FileTelemetryExporterConfig attribute) max_files (FileTelemetryExporterConfig attribute) max_history (ReActAgentWorkflowConfig attribute) (ReWOOAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) max_iterations (ToolCallAgentWorkflowConfig attribute) max_jobs (JobManagementConfig attribute) max_output_characters (CodeExecutionToolConfig attribute) max_queue_size (BatchConfigMixin attribute) max_results (SerpApiToolConfig attribute) (TavilyInternetSearchToolConfig attribute) (WikiSearchToolConfig attribute) max_retries (OpenAIModelConfig attribute) max_router_retries (RouterAgentGraph attribute) (RouterAgentWorkflowConfig attribute) max_running_async_jobs (FastApiFrontEndConfig attribute) max_sessions (MCPClientConfig attribute) max_temperature (MultiLLMPlanConfig attribute) (SingleShotMultiPlanConfig attribute) max_text_len (PrefixSpanConfig attribute) max_timestamp (UsageStats attribute) (UsageStatsItem attribute) max_tokens (AWSBedrockModelConfig attribute) (ChatRequest attribute) (ESRequest attribute) (NIMModelConfig attribute) max_tool_calls (ReActAgentWorkflowConfig attribute) max_workers (SweBenchEvaluator attribute) mcp_apply_tool_alias_and_description() (in module nat.plugins.mcp.client_impl) mcp_client (MCPFunctionGroup property) mcp_client_command() (in module nat.cli.commands.mcp.mcp) mcp_client_function_group() (in module nat.plugins.mcp.client_impl) mcp_client_ping() (in module nat.cli.commands.mcp.mcp) mcp_client_server_name (MCPFunctionGroup property) mcp_client_tool_call() (in module nat.cli.commands.mcp.mcp) mcp_client_tool_group() (in module nat.cli.commands.mcp.mcp) mcp_client_tool_list() (in module nat.cli.commands.mcp.mcp) mcp_client_transport (MCPFunctionGroup property) mcp_command() (in module nat.cli.commands.mcp.mcp) mcp_exception_handler() (in module nat.plugins.mcp.exception_handler) mcp_oauth2_provider() (in module nat.plugins.mcp.auth.register) mcp_session_tool_function() (in module nat.plugins.mcp.client_impl) mcp_tool() (in module nat.plugins.mcp.tool) mcp_tool_function() (in module nat.plugins.mcp.tool) mcp_tool_name (MCPToolConfig attribute) MCPAuthenticationError MCPAuthenticationFlowHandler (class in nat.plugins.mcp.auth.auth_flow_handler) MCPBaseClient (class in nat.plugins.mcp.client_base) MCPClientConfig (class in nat.plugins.mcp.client_config) MCPConnectionError MCPError (in module nat.cli.commands.mcp.mcp) MCPErrorCategory (class in nat.plugins.mcp.exceptions) MCPFrontEndConfig (class in nat.front_ends.mcp.mcp_front_end_config) MCPFrontEndPlugin (class in nat.front_ends.mcp.mcp_front_end_plugin) MCPFrontEndPluginWorker (class in nat.front_ends.mcp.mcp_front_end_plugin_worker) MCPFrontEndPluginWorkerBase (class in nat.front_ends.mcp.mcp_front_end_plugin_worker) MCPFunctionGroup (class in nat.plugins.mcp.client_impl) MCPOAuth2Provider (class in nat.plugins.mcp.auth.auth_provider) MCPOAuth2ProviderConfig (class in nat.plugins.mcp.auth.auth_provider_config) MCPPingResult (class in nat.cli.commands.mcp.mcp) MCPProtocolError MCPRequestError MCPServerConfig (class in nat.plugins.mcp.client_config) MCPSSEClient (class in nat.plugins.mcp.client_base) MCPSSLError MCPStdioClient (class in nat.plugins.mcp.client_base) MCPStreamableHTTPClient (class in nat.plugins.mcp.client_base) MCPTimeoutError MCPToolClient (class in nat.plugins.mcp.client_base) MCPToolConfig (class in nat.plugins.mcp.tool) MCPToolNotFoundError MCPToolOverrideConfig (class in nat.plugins.mcp.client_config) mean (InferenceMetricsModel attribute) MEDIUM (PrivacyLevel attribute) mem0_memory_client() (in module nat.plugins.mem0ai.memory) Mem0Editor (class in nat.plugins.mem0ai.mem0_editor) Mem0MemoryClientConfig (class in nat.plugins.mem0ai.memory) memory (AddToolConfig attribute) MEMORY (ComponentEnum attribute) (ComponentGroup attribute) memory (Config attribute) (DeleteToolConfig attribute) (GetToolConfig attribute) (MemoryItem attribute) (Workflow attribute) memory_clients (FunctionDependencies attribute) MemoryBaseConfig (class in nat.data_models.memory) MemoryBaseConfigT (in module nat.data_models.memory) MemoryBuildCallableT (in module nat.cli.type_registry) MemoryEditor (class in nat.memory.interfaces) MemoryIOBase (class in nat.memory.interfaces) MemoryItem (class in nat.memory.models) MemoryManager (class in nat.memory.interfaces) MemoryReader (class in nat.memory.interfaces) MemoryRef (class in nat.data_models.component_ref) MemoryRegisteredCallableT (in module nat.cli.type_registry) MemoryWriter (class in nat.memory.interfaces) mentioned (GithubGetIssueModel attribute) merge() (MemoryManager method) merge_dicts() (in module nat.observability.utils.dict_utils) message (ChatResponseChoice attribute) Message (class in nat.data_models.api_server) message (Error attribute) Message (in module nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) message (ResponseChoice attribute) (SpanStatus attribute) (StatusMessage attribute) messages (ChatRequest attribute) (ChatRequestOrMessage attribute) (ESRequest attribute) (ReActGraphState attribute) (ReWOOGraphState attribute) (RouterAgentGraphState attribute) (ToolCallAgentGraphState attribute) (UserMessageContent attribute) MessagesType (in module nat.llm.utils.thinking) MessageValidator (class in nat.front_ends.fastapi.message_validator) meta (Collection attribute) metadata (AuthenticatedContext attribute) (BuiltArtifact attribute) (Context property) (ContextState property) (Document attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (MemoryItem attribute) (ObjectStoreItem attribute) (OpenAITraceSourceBase attribute) (TTCItem attribute) method (FastApiFrontEndConfig.EndpointBase attribute) (Request attribute) (RequestAttributes property) metric (RagasEvaluatorConfig attribute) metric_config (RagasEvaluatorConfig property) metric_name (RagasEvaluatorConfig property) metric_names (ParetoVisualizer attribute) metrics (RAGEvaluator attribute) metrics_per_concurrency (CalcRunner attribute) milvus_langchain() (in module nat.plugins.langchain.retriever) milvus_retriever() (in module nat.retriever.milvus.register) milvus_retriever_client() (in module nat.retriever.milvus.register) MilvusDocumentSearchToolConfig (class in nat.tool.document_search) MilvusRetriever (class in nat.retriever.milvus.retriever) MilvusRetrieverConfig (class in nat.retriever.milvus.register) MimeTypes (class in nat.data_models.span) (class in nat.plugins.opentelemetry.otel_span) min_coverage (PrefixSpanConfig attribute) MIN_EXPIRY (JobStore attribute) min_frequency (PromptCachingConfig attribute) min_r_squared (FitConfig attribute) min_support (PrefixSpanConfig attribute) min_temperature (MultiLLMPlanConfig attribute) (SingleShotMultiPlanConfig attribute) min_timestamp (UsageStats attribute) (UsageStatsItem attribute) missing_action (ReActOutputParserException attribute) MISSING_ACTION_AFTER_THOUGHT_ERROR_MESSAGE (in module nat.agent.react_agent.output_parser) missing_action_input (ReActOutputParserException attribute) MISSING_ACTION_INPUT_AFTER_ACTION_ERROR_MESSAGE (in module nat.agent.react_agent.output_parser) mode (FileTelemetryExporterConfig attribute) (StepAdaptorConfig attribute) model (ChatRequest attribute) (ChatResponse attribute) (ChatResponseChunk attribute) (ESRequest attribute) (LinearModel attribute), [1] (RandomForestModel attribute), [1] (Response attribute) model_config (_CredBase attribute) (AudioContent attribute) (AuthenticatedContext attribute) (AuthProviderBaseConfig attribute) (AuthResult attribute) (AWSBedrockModelConfig attribute) (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) (CallNode attribute) (ChatRequest attribute) (ChatRequestOrMessage attribute) (ChatResponse attribute) (ChatResponseChunk attribute) (ChoiceBase attribute) (Config attribute) (DataFrameRow attribute) (DeleteMemoryInput attribute) (DFWESRecord attribute), [1] (Error attribute) (ESRequest attribute) (GeneralConfig attribute) (GenerateResponse attribute) (ImageContent attribute) (IntermediateStep attribute) (IntermediateStepPayload attribute) (LiteLlmModelConfig attribute) (MemoryItem attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (ObjectStoreItem attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) (RegisteredInfo attribute) (Request attribute) (Response attribute) (ResponseIntermediateStep attribute) (SearchMemoryInput attribute) (SearchSpace attribute) (Security attribute) (Settings attribute) (StreamEventData attribute) (SWEBenchInput attribute) (SWEBenchOutput attribute) (SystemIntermediateStepContent attribute) (SystemResponseContent attribute) (TextContent attribute) (TokenValidationResult attribute) (TraceMetadata attribute) (TTCItem attribute) (User attribute) (UserMessageContent attribute) (UserMessages attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserMessage attribute) model_from_mcp_schema() (in module nat.plugins.mcp.utils) model_json_schema() (TypedBaseModel class method) model_name (AWSBedrockModelConfig attribute) (LiteLlmModelConfig attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) model_name_or_path (SWEBenchOutput attribute) model_patch (SWEBenchOutput attribute) model_post_init() (TypedBaseModel method) model_type (ModelTrainer attribute) ModelTrainer (class in nat.profiler.forecasting.model_trainer) ModelType (in module nat.llm.utils.thinking) (in module nat.plugins.agno.llm) (in module nat.plugins.crewai.llm) (in module nat.plugins.langchain.llm) (in module nat.plugins.llama_index.llm) (in module nat.plugins.semantic_kernel.llm) module nat nat.agent nat.agent.base nat.agent.dual_node nat.agent.prompt_optimizer nat.agent.prompt_optimizer.prompt nat.agent.prompt_optimizer.register nat.agent.react_agent nat.agent.react_agent.agent nat.agent.react_agent.output_parser nat.agent.react_agent.prompt nat.agent.react_agent.register nat.agent.reasoning_agent nat.agent.reasoning_agent.reasoning_agent nat.agent.register nat.agent.rewoo_agent nat.agent.rewoo_agent.agent nat.agent.rewoo_agent.prompt nat.agent.rewoo_agent.register nat.agent.tool_calling_agent nat.agent.tool_calling_agent.agent nat.agent.tool_calling_agent.register nat.authentication nat.authentication.api_key nat.authentication.api_key.api_key_auth_provider nat.authentication.api_key.api_key_auth_provider_config nat.authentication.api_key.register nat.authentication.credential_validator nat.authentication.credential_validator.bearer_token_validator nat.authentication.exceptions nat.authentication.exceptions.api_key_exceptions nat.authentication.http_basic_auth nat.authentication.http_basic_auth.http_basic_auth_provider nat.authentication.http_basic_auth.register nat.authentication.interfaces nat.authentication.oauth2 nat.authentication.oauth2.oauth2_auth_code_flow_provider nat.authentication.oauth2.oauth2_auth_code_flow_provider_config nat.authentication.oauth2.oauth2_resource_server_config nat.authentication.oauth2.register nat.authentication.register nat.builder nat.builder.builder nat.builder.component_utils nat.builder.context nat.builder.embedder nat.builder.eval_builder nat.builder.evaluator nat.builder.framework_enum nat.builder.front_end nat.builder.function nat.builder.function_base nat.builder.function_info nat.builder.intermediate_step_manager nat.builder.llm nat.builder.retriever nat.builder.user_interaction_manager nat.builder.workflow nat.builder.workflow_builder nat.cli nat.cli.cli_utils nat.cli.cli_utils.config_override nat.cli.cli_utils.validation nat.cli.commands nat.cli.commands.configure nat.cli.commands.configure.channel nat.cli.commands.configure.channel.add nat.cli.commands.configure.channel.channel nat.cli.commands.configure.channel.remove nat.cli.commands.configure.channel.update nat.cli.commands.configure.configure nat.cli.commands.evaluate nat.cli.commands.info nat.cli.commands.info.info nat.cli.commands.info.list_channels nat.cli.commands.info.list_components nat.cli.commands.mcp nat.cli.commands.mcp.mcp nat.cli.commands.object_store nat.cli.commands.object_store.object_store nat.cli.commands.optimize nat.cli.commands.registry nat.cli.commands.registry.publish nat.cli.commands.registry.pull nat.cli.commands.registry.registry nat.cli.commands.registry.remove nat.cli.commands.registry.search nat.cli.commands.sizing nat.cli.commands.sizing.calc nat.cli.commands.sizing.sizing nat.cli.commands.start nat.cli.commands.uninstall nat.cli.commands.validate nat.cli.commands.workflow nat.cli.commands.workflow.workflow nat.cli.commands.workflow.workflow_commands nat.cli.entrypoint nat.cli.main nat.cli.register_workflow nat.cli.type_registry nat.control_flow nat.control_flow.register nat.control_flow.router_agent nat.control_flow.router_agent.agent nat.control_flow.router_agent.prompt nat.control_flow.router_agent.register nat.control_flow.sequential_executor nat.data_models nat.data_models.agent nat.data_models.api_server nat.data_models.authentication nat.data_models.common nat.data_models.component nat.data_models.component_ref nat.data_models.config nat.data_models.dataset_handler nat.data_models.discovery_metadata nat.data_models.embedder nat.data_models.evaluate nat.data_models.evaluator nat.data_models.front_end nat.data_models.function nat.data_models.function_dependencies nat.data_models.gated_field_mixin nat.data_models.interactive nat.data_models.intermediate_step nat.data_models.invocation_node nat.data_models.llm nat.data_models.logging nat.data_models.memory nat.data_models.object_store nat.data_models.optimizable nat.data_models.optimizer nat.data_models.profiler nat.data_models.registry_handler nat.data_models.retriever nat.data_models.retry_mixin nat.data_models.span nat.data_models.step_adaptor nat.data_models.streaming nat.data_models.swe_bench_model nat.data_models.telemetry_exporter nat.data_models.temperature_mixin nat.data_models.thinking_mixin nat.data_models.top_p_mixin nat.data_models.ttc_strategy nat.embedder nat.embedder.azure_openai_embedder nat.embedder.nim_embedder nat.embedder.openai_embedder nat.embedder.register nat.eval nat.eval.config nat.eval.dataset_handler nat.eval.dataset_handler.dataset_downloader nat.eval.dataset_handler.dataset_filter nat.eval.dataset_handler.dataset_handler nat.eval.evaluate nat.eval.evaluator nat.eval.evaluator.base_evaluator nat.eval.evaluator.evaluator_model nat.eval.intermediate_step_adapter nat.eval.rag_evaluator nat.eval.rag_evaluator.evaluate nat.eval.rag_evaluator.register nat.eval.register nat.eval.remote_workflow nat.eval.runners nat.eval.runners.config nat.eval.runners.multi_eval_runner nat.eval.runtime_evaluator nat.eval.runtime_evaluator.evaluate nat.eval.runtime_evaluator.register nat.eval.runtime_event_subscriber nat.eval.swe_bench_evaluator nat.eval.swe_bench_evaluator.evaluate nat.eval.swe_bench_evaluator.register nat.eval.trajectory_evaluator nat.eval.trajectory_evaluator.evaluate nat.eval.trajectory_evaluator.register nat.eval.tunable_rag_evaluator nat.eval.tunable_rag_evaluator.evaluate nat.eval.tunable_rag_evaluator.register nat.eval.usage_stats nat.eval.utils nat.eval.utils.eval_trace_ctx nat.eval.utils.output_uploader nat.eval.utils.tqdm_position_registry nat.eval.utils.weave_eval nat.experimental nat.experimental.decorators nat.experimental.decorators.experimental_warning_decorator nat.experimental.test_time_compute nat.experimental.test_time_compute.editing nat.experimental.test_time_compute.editing.iterative_plan_refinement_editor nat.experimental.test_time_compute.editing.llm_as_a_judge_editor nat.experimental.test_time_compute.editing.motivation_aware_summarization nat.experimental.test_time_compute.functions nat.experimental.test_time_compute.functions.execute_score_select_function nat.experimental.test_time_compute.functions.plan_select_execute_function nat.experimental.test_time_compute.functions.ttc_tool_orchestration_function nat.experimental.test_time_compute.functions.ttc_tool_wrapper_function nat.experimental.test_time_compute.models nat.experimental.test_time_compute.models.editor_config nat.experimental.test_time_compute.models.scoring_config nat.experimental.test_time_compute.models.search_config nat.experimental.test_time_compute.models.selection_config nat.experimental.test_time_compute.models.stage_enums nat.experimental.test_time_compute.models.strategy_base nat.experimental.test_time_compute.models.tool_use_config nat.experimental.test_time_compute.models.ttc_item nat.experimental.test_time_compute.register nat.experimental.test_time_compute.scoring nat.experimental.test_time_compute.scoring.llm_based_agent_scorer nat.experimental.test_time_compute.scoring.llm_based_plan_scorer nat.experimental.test_time_compute.scoring.motivation_aware_scorer nat.experimental.test_time_compute.search nat.experimental.test_time_compute.search.multi_llm_planner nat.experimental.test_time_compute.search.multi_query_retrieval_search nat.experimental.test_time_compute.search.single_shot_multi_plan_planner nat.experimental.test_time_compute.selection nat.experimental.test_time_compute.selection.best_of_n_selector nat.experimental.test_time_compute.selection.llm_based_agent_output_selector nat.experimental.test_time_compute.selection.llm_based_output_merging_selector nat.experimental.test_time_compute.selection.llm_based_plan_selector nat.experimental.test_time_compute.selection.threshold_selector nat.front_ends nat.front_ends.console nat.front_ends.console.authentication_flow_handler nat.front_ends.console.console_front_end_config nat.front_ends.console.console_front_end_plugin nat.front_ends.console.register nat.front_ends.cron nat.front_ends.fastapi nat.front_ends.fastapi.auth_flow_handlers nat.front_ends.fastapi.auth_flow_handlers.http_flow_handler nat.front_ends.fastapi.auth_flow_handlers.websocket_flow_handler nat.front_ends.fastapi.dask_client_mixin nat.front_ends.fastapi.fastapi_front_end_config nat.front_ends.fastapi.fastapi_front_end_controller nat.front_ends.fastapi.fastapi_front_end_plugin nat.front_ends.fastapi.fastapi_front_end_plugin_worker nat.front_ends.fastapi.html_snippets nat.front_ends.fastapi.html_snippets.auth_code_grant_success nat.front_ends.fastapi.intermediate_steps_subscriber nat.front_ends.fastapi.job_store nat.front_ends.fastapi.main nat.front_ends.fastapi.message_handler nat.front_ends.fastapi.message_validator nat.front_ends.fastapi.register nat.front_ends.fastapi.response_helpers nat.front_ends.fastapi.step_adaptor nat.front_ends.fastapi.utils nat.front_ends.mcp nat.front_ends.mcp.introspection_token_verifier nat.front_ends.mcp.mcp_front_end_config nat.front_ends.mcp.mcp_front_end_plugin nat.front_ends.mcp.mcp_front_end_plugin_worker nat.front_ends.mcp.register nat.front_ends.mcp.tool_converter nat.front_ends.register nat.front_ends.simple_base nat.front_ends.simple_base.simple_front_end_plugin_base nat.llm nat.llm.aws_bedrock_llm nat.llm.azure_openai_llm nat.llm.litellm_llm nat.llm.nim_llm nat.llm.openai_llm nat.llm.register nat.llm.utils nat.llm.utils.env_config_value nat.llm.utils.error nat.llm.utils.thinking nat.memory nat.memory.interfaces nat.memory.models nat.object_store nat.object_store.in_memory_object_store nat.object_store.interfaces nat.object_store.models nat.object_store.register nat.observability nat.observability.exporter nat.observability.exporter.base_exporter nat.observability.exporter.exporter nat.observability.exporter.file_exporter nat.observability.exporter.processing_exporter nat.observability.exporter.raw_exporter nat.observability.exporter.span_exporter nat.observability.exporter_manager nat.observability.mixin nat.observability.mixin.batch_config_mixin nat.observability.mixin.collector_config_mixin nat.observability.mixin.file_mixin nat.observability.mixin.file_mode nat.observability.mixin.redaction_config_mixin nat.observability.mixin.resource_conflict_mixin nat.observability.mixin.serialize_mixin nat.observability.mixin.tagging_config_mixin nat.observability.mixin.type_introspection_mixin nat.observability.processor nat.observability.processor.batching_processor nat.observability.processor.callback_processor nat.observability.processor.falsy_batch_filter_processor nat.observability.processor.intermediate_step_serializer nat.observability.processor.processor nat.observability.processor.processor_factory nat.observability.processor.redaction nat.observability.processor.redaction.contextual_redaction_processor nat.observability.processor.redaction.contextual_span_redaction_processor nat.observability.processor.redaction.redaction_processor nat.observability.processor.redaction.span_header_redaction_processor nat.observability.processor.span_tagging_processor nat.observability.register nat.observability.utils nat.observability.utils.dict_utils nat.observability.utils.time_utils nat.plugins nat.plugins.adk nat.plugins.adk.adk_callback_handler nat.plugins.adk.llm nat.plugins.adk.register nat.plugins.adk.tool_wrapper nat.plugins.agno nat.plugins.agno.llm nat.plugins.agno.register nat.plugins.agno.tool_wrapper nat.plugins.agno.tools nat.plugins.agno.tools.register nat.plugins.agno.tools.serp_api_tool nat.plugins.crewai nat.plugins.crewai.crewai_callback_handler nat.plugins.crewai.llm nat.plugins.crewai.register nat.plugins.crewai.tool_wrapper nat.plugins.data_flywheel nat.plugins.data_flywheel.observability nat.plugins.data_flywheel.observability.exporter nat.plugins.data_flywheel.observability.exporter.dfw_elasticsearch_exporter nat.plugins.data_flywheel.observability.exporter.dfw_exporter nat.plugins.data_flywheel.observability.mixin nat.plugins.data_flywheel.observability.mixin.elasticsearch_mixin nat.plugins.data_flywheel.observability.processor nat.plugins.data_flywheel.observability.processor.dfw_record_processor nat.plugins.data_flywheel.observability.processor.trace_conversion nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.nim_converter nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.register nat.plugins.data_flywheel.observability.processor.trace_conversion.span_extractor nat.plugins.data_flywheel.observability.processor.trace_conversion.span_to_dfw nat.plugins.data_flywheel.observability.processor.trace_conversion.trace_adapter_registry nat.plugins.data_flywheel.observability.register nat.plugins.data_flywheel.observability.schema nat.plugins.data_flywheel.observability.schema.provider nat.plugins.data_flywheel.observability.schema.provider.nim_trace_source nat.plugins.data_flywheel.observability.schema.provider.openai_message nat.plugins.data_flywheel.observability.schema.provider.openai_trace_source nat.plugins.data_flywheel.observability.schema.register nat.plugins.data_flywheel.observability.schema.schema_registry nat.plugins.data_flywheel.observability.schema.sink nat.plugins.data_flywheel.observability.schema.sink.elasticsearch nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.contract_version nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record nat.plugins.data_flywheel.observability.schema.trace_container nat.plugins.data_flywheel.observability.schema.trace_source_base nat.plugins.data_flywheel.observability.utils nat.plugins.data_flywheel.observability.utils.deserialize nat.plugins.langchain nat.plugins.langchain.embedder nat.plugins.langchain.llm nat.plugins.langchain.register nat.plugins.langchain.retriever nat.plugins.langchain.tool_wrapper nat.plugins.langchain.tools nat.plugins.langchain.tools.code_generation_tool nat.plugins.langchain.tools.register nat.plugins.langchain.tools.tavily_internet_search nat.plugins.langchain.tools.wikipedia_search nat.plugins.llama_index nat.plugins.llama_index.embedder nat.plugins.llama_index.llm nat.plugins.llama_index.register nat.plugins.llama_index.tool_wrapper nat.plugins.mcp nat.plugins.mcp.auth nat.plugins.mcp.auth.auth_flow_handler nat.plugins.mcp.auth.auth_provider nat.plugins.mcp.auth.auth_provider_config nat.plugins.mcp.auth.register nat.plugins.mcp.auth.token_storage nat.plugins.mcp.client_base nat.plugins.mcp.client_config nat.plugins.mcp.client_impl nat.plugins.mcp.exception_handler nat.plugins.mcp.exceptions nat.plugins.mcp.register nat.plugins.mcp.tool nat.plugins.mcp.utils nat.plugins.mem0ai nat.plugins.mem0ai.mem0_editor nat.plugins.mem0ai.memory nat.plugins.mem0ai.register nat.plugins.mysql nat.plugins.mysql.mysql_object_store nat.plugins.mysql.object_store nat.plugins.mysql.register nat.plugins.opentelemetry nat.plugins.opentelemetry.mixin nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin nat.plugins.opentelemetry.otel_span nat.plugins.opentelemetry.otel_span_exporter nat.plugins.opentelemetry.otlp_span_adapter_exporter nat.plugins.opentelemetry.otlp_span_redaction_adapter_exporter nat.plugins.opentelemetry.register nat.plugins.opentelemetry.span_converter nat.plugins.phoenix nat.plugins.phoenix.mixin nat.plugins.phoenix.mixin.phoenix_mixin nat.plugins.phoenix.phoenix_exporter nat.plugins.phoenix.register nat.plugins.ragaai nat.plugins.ragaai.mixin nat.plugins.ragaai.mixin.ragaai_catalyst_mixin nat.plugins.ragaai.ragaai_catalyst_exporter nat.plugins.ragaai.register nat.plugins.redis nat.plugins.redis.memory nat.plugins.redis.object_store nat.plugins.redis.redis_editor nat.plugins.redis.redis_object_store nat.plugins.redis.register nat.plugins.redis.schema nat.plugins.s3 nat.plugins.s3.object_store nat.plugins.s3.register nat.plugins.s3.s3_object_store nat.plugins.semantic_kernel nat.plugins.semantic_kernel.llm nat.plugins.semantic_kernel.register nat.plugins.semantic_kernel.tool_wrapper nat.plugins.weave nat.plugins.weave.register nat.plugins.weave.weave_exporter nat.plugins.zep_cloud nat.plugins.zep_cloud.memory nat.plugins.zep_cloud.register nat.plugins.zep_cloud.zep_editor nat.profiler nat.profiler.calc nat.profiler.calc.calc_runner nat.profiler.calc.calculations nat.profiler.calc.data_models nat.profiler.calc.plot nat.profiler.callbacks nat.profiler.callbacks.agno_callback_handler nat.profiler.callbacks.base_callback_class nat.profiler.callbacks.langchain_callback_handler nat.profiler.callbacks.llama_index_callback_handler nat.profiler.callbacks.semantic_kernel_callback_handler nat.profiler.callbacks.token_usage_base_model nat.profiler.data_frame_row nat.profiler.data_models nat.profiler.decorators nat.profiler.decorators.framework_wrapper nat.profiler.decorators.function_tracking nat.profiler.forecasting nat.profiler.forecasting.config nat.profiler.forecasting.model_trainer nat.profiler.forecasting.models nat.profiler.forecasting.models.forecasting_base_model nat.profiler.forecasting.models.linear_model nat.profiler.forecasting.models.random_forest_regressor nat.profiler.inference_metrics_model nat.profiler.inference_optimization nat.profiler.inference_optimization.bottleneck_analysis nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis nat.profiler.inference_optimization.bottleneck_analysis.simple_stack_analysis nat.profiler.inference_optimization.data_models nat.profiler.inference_optimization.experimental nat.profiler.inference_optimization.experimental.concurrency_spike_analysis nat.profiler.inference_optimization.experimental.prefix_span_analysis nat.profiler.inference_optimization.llm_metrics nat.profiler.inference_optimization.prompt_caching nat.profiler.inference_optimization.token_uniqueness nat.profiler.inference_optimization.workflow_runtimes nat.profiler.intermediate_property_adapter nat.profiler.parameter_optimization nat.profiler.parameter_optimization.optimizable_utils nat.profiler.parameter_optimization.optimizer_runtime nat.profiler.parameter_optimization.parameter_optimizer nat.profiler.parameter_optimization.parameter_selection nat.profiler.parameter_optimization.pareto_visualizer nat.profiler.parameter_optimization.prompt_optimizer nat.profiler.parameter_optimization.update_helpers nat.profiler.profile_runner nat.profiler.utils nat.registry_handlers nat.registry_handlers.local nat.registry_handlers.local.local_handler nat.registry_handlers.local.register_local nat.registry_handlers.metadata_factory nat.registry_handlers.package_utils nat.registry_handlers.pypi nat.registry_handlers.pypi.pypi_handler nat.registry_handlers.pypi.register_pypi nat.registry_handlers.register nat.registry_handlers.registry_handler_base nat.registry_handlers.rest nat.registry_handlers.rest.register_rest nat.registry_handlers.rest.rest_handler nat.registry_handlers.schemas nat.registry_handlers.schemas.headers nat.registry_handlers.schemas.package nat.registry_handlers.schemas.publish nat.registry_handlers.schemas.pull nat.registry_handlers.schemas.remove nat.registry_handlers.schemas.search nat.registry_handlers.schemas.status nat.retriever nat.retriever.interface nat.retriever.milvus nat.retriever.milvus.register nat.retriever.milvus.retriever nat.retriever.models nat.retriever.nemo_retriever nat.retriever.nemo_retriever.register nat.retriever.nemo_retriever.retriever nat.retriever.register nat.runtime nat.runtime.loader nat.runtime.runner nat.runtime.session nat.runtime.user_metadata nat.settings nat.settings.global_settings nat.tool nat.tool.chat_completion nat.tool.code_execution nat.tool.code_execution.code_sandbox nat.tool.code_execution.local_sandbox nat.tool.code_execution.local_sandbox.local_sandbox_server nat.tool.code_execution.register nat.tool.code_execution.test_code_execution_sandbox nat.tool.code_execution.utils nat.tool.datetime_tools nat.tool.document_search nat.tool.github_tools nat.tool.memory_tools nat.tool.memory_tools.add_memory_tool nat.tool.memory_tools.delete_memory_tool nat.tool.memory_tools.get_memory_tool nat.tool.nvidia_rag nat.tool.register nat.tool.retriever nat.tool.server_tools nat.utils nat.utils.callable_utils nat.utils.data_models nat.utils.data_models.schema_validator nat.utils.debugging_utils nat.utils.decorators nat.utils.dump_distro_mapping nat.utils.exception_handlers nat.utils.exception_handlers.automatic_retries nat.utils.exception_handlers.schemas nat.utils.io nat.utils.io.model_processing nat.utils.io.yaml_tools nat.utils.log_levels nat.utils.log_utils nat.utils.metadata_utils nat.utils.optional_imports nat.utils.producer_consumer_queue nat.utils.reactive nat.utils.reactive.base nat.utils.reactive.base.observable_base nat.utils.reactive.base.observer_base nat.utils.reactive.base.subject_base nat.utils.reactive.observable nat.utils.reactive.observer nat.utils.reactive.subject nat.utils.reactive.subscription nat.utils.settings nat.utils.settings.global_settings nat.utils.string_utils nat.utils.type_converter nat.utils.type_utils nat.utils.url_utils

module (SemanticKernelPatchMethod attribute) module_name (RegisteredInfo property) motivation (ToolUseInputSchema attribute) MotivationAwareScorer (class in nat.experimental.test_time_compute.scoring.motivation_aware_scorer) MotivationAwareScoringConfig (class in nat.experimental.test_time_compute.models.scoring_config) MotivationAwareSummarization (class in nat.experimental.test_time_compute.editing.motivation_aware_summarization) MotivationAwareSummarizationConfig (class in nat.experimental.test_time_compute.models.editor_config) move_report_and_logs() (SweBenchEvaluator static method) multi_example_call_profiling() (in module nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) multi_objective_combination_mode (OptimizerConfig attribute) MultiEvaluationRunConfig (class in nat.eval.runners.config) MultiEvaluationRunner (class in nat.eval.runners.multi_eval_runner) MultiEvaluationRunOutput (class in nat.eval.runners.config) MultiLLMPlanConfig (class in nat.experimental.test_time_compute.models.search_config) MultiLLMPlanner (class in nat.experimental.test_time_compute.search.multi_llm_planner) MultipleChoiceOption (class in nat.data_models.interactive) MultipleChoiceOptionType (class in nat.data_models.interactive) MultiQueryRetrievalSearch (class in nat.experimental.test_time_compute.search.multi_query_retrieval_search) MultiQueryRetrievalSearchConfig (class in nat.experimental.test_time_compute.models.search_config) mutator_prompt (in module nat.agent.prompt_optimizer.prompt) mysql_object_store_client() (in module nat.plugins.mysql.object_store) MySQLObjectStore (class in nat.plugins.mysql.mysql_object_store) MySQLObjectStoreClientConfig (class in nat.plugins.mysql.object_store)

N

n (ChatRequest attribute) (InferenceMetricsModel attribute) n_trials (NumericOptimizationConfig attribute) name (BaseExporter property) (Collection attribute) (ComponentInstanceData attribute) (CookieCred attribute) (Function attribute) (FunctionDetails attribute) (HeaderCred attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (IsolatedAttribute attribute) (MCPFrontEndConfig attribute) (MCPToolClient property) (OpenAIMessage attribute) (OtelSpan property) (PackageNameVersion attribute) (QueryCred attribute) (ResponseIntermediateStep attribute) (Span attribute) (SpanEvent attribute) (SystemIntermediateStepContent attribute) (ToolDetails attribute) (TTCItem attribute) (User attribute) nat module nat.agent module nat.agent.base module nat.agent.dual_node module nat.agent.prompt_optimizer module nat.agent.prompt_optimizer.prompt module nat.agent.prompt_optimizer.register module nat.agent.react_agent module nat.agent.react_agent.agent module nat.agent.react_agent.output_parser module nat.agent.react_agent.prompt module nat.agent.react_agent.register module nat.agent.reasoning_agent module nat.agent.reasoning_agent.reasoning_agent module nat.agent.register module nat.agent.rewoo_agent module nat.agent.rewoo_agent.agent module nat.agent.rewoo_agent.prompt module nat.agent.rewoo_agent.register module nat.agent.tool_calling_agent module nat.agent.tool_calling_agent.agent module nat.agent.tool_calling_agent.register module nat.authentication module nat.authentication.api_key module nat.authentication.api_key.api_key_auth_provider module nat.authentication.api_key.api_key_auth_provider_config module nat.authentication.api_key.register module nat.authentication.credential_validator module nat.authentication.credential_validator.bearer_token_validator module nat.authentication.exceptions module nat.authentication.exceptions.api_key_exceptions module nat.authentication.http_basic_auth module nat.authentication.http_basic_auth.http_basic_auth_provider module nat.authentication.http_basic_auth.register module nat.authentication.interfaces module nat.authentication.oauth2 module nat.authentication.oauth2.oauth2_auth_code_flow_provider module nat.authentication.oauth2.oauth2_auth_code_flow_provider_config module nat.authentication.oauth2.oauth2_resource_server_config module nat.authentication.oauth2.register module nat.authentication.register module nat.builder module nat.builder.builder module nat.builder.component_utils module nat.builder.context module nat.builder.embedder module nat.builder.eval_builder module nat.builder.evaluator module nat.builder.framework_enum module nat.builder.front_end module nat.builder.function module nat.builder.function_base module nat.builder.function_info module nat.builder.intermediate_step_manager module nat.builder.llm module nat.builder.retriever module nat.builder.user_interaction_manager module nat.builder.workflow module nat.builder.workflow_builder module nat.cli module nat.cli.cli_utils module nat.cli.cli_utils.config_override module nat.cli.cli_utils.validation module nat.cli.commands module nat.cli.commands.configure module nat.cli.commands.configure.channel module nat.cli.commands.configure.channel.add module nat.cli.commands.configure.channel.channel module nat.cli.commands.configure.channel.remove module nat.cli.commands.configure.channel.update module nat.cli.commands.configure.configure module nat.cli.commands.evaluate module nat.cli.commands.info module nat.cli.commands.info.info module nat.cli.commands.info.list_channels module nat.cli.commands.info.list_components module nat.cli.commands.mcp module nat.cli.commands.mcp.mcp module nat.cli.commands.object_store module nat.cli.commands.object_store.object_store module nat.cli.commands.optimize module nat.cli.commands.registry module nat.cli.commands.registry.publish module nat.cli.commands.registry.pull module nat.cli.commands.registry.registry module nat.cli.commands.registry.remove module nat.cli.commands.registry.search module nat.cli.commands.sizing module nat.cli.commands.sizing.calc module nat.cli.commands.sizing.sizing module nat.cli.commands.start module nat.cli.commands.uninstall module nat.cli.commands.validate module nat.cli.commands.workflow module nat.cli.commands.workflow.workflow module nat.cli.commands.workflow.workflow_commands module nat.cli.entrypoint module nat.cli.main module nat.cli.register_workflow module nat.cli.type_registry module nat.control_flow module nat.control_flow.register module nat.control_flow.router_agent module nat.control_flow.router_agent.agent module nat.control_flow.router_agent.prompt module nat.control_flow.router_agent.register module nat.control_flow.sequential_executor module nat.data_models module nat.data_models.agent module nat.data_models.api_server module nat.data_models.authentication module nat.data_models.common module nat.data_models.component module nat.data_models.component_ref module nat.data_models.config module nat.data_models.dataset_handler module nat.data_models.discovery_metadata module nat.data_models.embedder module nat.data_models.evaluate module nat.data_models.evaluator module nat.data_models.front_end module nat.data_models.function module nat.data_models.function_dependencies module nat.data_models.gated_field_mixin module nat.data_models.interactive module nat.data_models.intermediate_step module nat.data_models.invocation_node module nat.data_models.llm module nat.data_models.logging module nat.data_models.memory module nat.data_models.object_store module nat.data_models.optimizable module nat.data_models.optimizer module nat.data_models.profiler module nat.data_models.registry_handler module nat.data_models.retriever module nat.data_models.retry_mixin module nat.data_models.span module nat.data_models.step_adaptor module nat.data_models.streaming module nat.data_models.swe_bench_model module nat.data_models.telemetry_exporter module nat.data_models.temperature_mixin module nat.data_models.thinking_mixin module nat.data_models.top_p_mixin module nat.data_models.ttc_strategy module nat.embedder module nat.embedder.azure_openai_embedder module nat.embedder.nim_embedder module nat.embedder.openai_embedder module nat.embedder.register module nat.eval module nat.eval.config module nat.eval.dataset_handler module nat.eval.dataset_handler.dataset_downloader module nat.eval.dataset_handler.dataset_filter module nat.eval.dataset_handler.dataset_handler module nat.eval.evaluate module nat.eval.evaluator module nat.eval.evaluator.base_evaluator module nat.eval.evaluator.evaluator_model module nat.eval.intermediate_step_adapter module nat.eval.rag_evaluator module nat.eval.rag_evaluator.evaluate module nat.eval.rag_evaluator.register module nat.eval.register module nat.eval.remote_workflow module nat.eval.runners module nat.eval.runners.config module nat.eval.runners.multi_eval_runner module nat.eval.runtime_evaluator module nat.eval.runtime_evaluator.evaluate module nat.eval.runtime_evaluator.register module nat.eval.runtime_event_subscriber module nat.eval.swe_bench_evaluator module nat.eval.swe_bench_evaluator.evaluate module nat.eval.swe_bench_evaluator.register module nat.eval.trajectory_evaluator module nat.eval.trajectory_evaluator.evaluate module nat.eval.trajectory_evaluator.register module nat.eval.tunable_rag_evaluator module nat.eval.tunable_rag_evaluator.evaluate module nat.eval.tunable_rag_evaluator.register module nat.eval.usage_stats module nat.eval.utils module nat.eval.utils.eval_trace_ctx module nat.eval.utils.output_uploader module nat.eval.utils.tqdm_position_registry module nat.eval.utils.weave_eval module nat.experimental module nat.experimental.decorators module nat.experimental.decorators.experimental_warning_decorator module nat.experimental.test_time_compute module nat.experimental.test_time_compute.editing module nat.experimental.test_time_compute.editing.iterative_plan_refinement_editor module nat.experimental.test_time_compute.editing.llm_as_a_judge_editor module nat.experimental.test_time_compute.editing.motivation_aware_summarization module nat.experimental.test_time_compute.functions module nat.experimental.test_time_compute.functions.execute_score_select_function module nat.experimental.test_time_compute.functions.plan_select_execute_function module nat.experimental.test_time_compute.functions.ttc_tool_orchestration_function module nat.experimental.test_time_compute.functions.ttc_tool_wrapper_function module nat.experimental.test_time_compute.models module nat.experimental.test_time_compute.models.editor_config module nat.experimental.test_time_compute.models.scoring_config module nat.experimental.test_time_compute.models.search_config module nat.experimental.test_time_compute.models.selection_config module nat.experimental.test_time_compute.models.stage_enums module nat.experimental.test_time_compute.models.strategy_base module nat.experimental.test_time_compute.models.tool_use_config module nat.experimental.test_time_compute.models.ttc_item module nat.experimental.test_time_compute.register module nat.experimental.test_time_compute.scoring module nat.experimental.test_time_compute.scoring.llm_based_agent_scorer module nat.experimental.test_time_compute.scoring.llm_based_plan_scorer module nat.experimental.test_time_compute.scoring.motivation_aware_scorer module nat.experimental.test_time_compute.search module nat.experimental.test_time_compute.search.multi_llm_planner module nat.experimental.test_time_compute.search.multi_query_retrieval_search module nat.experimental.test_time_compute.search.single_shot_multi_plan_planner module nat.experimental.test_time_compute.selection module nat.experimental.test_time_compute.selection.best_of_n_selector module nat.experimental.test_time_compute.selection.llm_based_agent_output_selector module nat.experimental.test_time_compute.selection.llm_based_output_merging_selector module nat.experimental.test_time_compute.selection.llm_based_plan_selector module nat.experimental.test_time_compute.selection.threshold_selector module nat.front_ends module nat.front_ends.console module nat.front_ends.console.authentication_flow_handler module nat.front_ends.console.console_front_end_config module nat.front_ends.console.console_front_end_plugin module nat.front_ends.console.register module nat.front_ends.cron module nat.front_ends.fastapi module nat.front_ends.fastapi.auth_flow_handlers module nat.front_ends.fastapi.auth_flow_handlers.http_flow_handler module nat.front_ends.fastapi.auth_flow_handlers.websocket_flow_handler module nat.front_ends.fastapi.dask_client_mixin module nat.front_ends.fastapi.fastapi_front_end_config module nat.front_ends.fastapi.fastapi_front_end_controller module nat.front_ends.fastapi.fastapi_front_end_plugin module nat.front_ends.fastapi.fastapi_front_end_plugin_worker module nat.front_ends.fastapi.html_snippets module nat.front_ends.fastapi.html_snippets.auth_code_grant_success module nat.front_ends.fastapi.intermediate_steps_subscriber module nat.front_ends.fastapi.job_store module nat.front_ends.fastapi.main module nat.front_ends.fastapi.message_handler module nat.front_ends.fastapi.message_validator module nat.front_ends.fastapi.register module nat.front_ends.fastapi.response_helpers module nat.front_ends.fastapi.step_adaptor module nat.front_ends.fastapi.utils module nat.front_ends.mcp module nat.front_ends.mcp.introspection_token_verifier module nat.front_ends.mcp.mcp_front_end_config module nat.front_ends.mcp.mcp_front_end_plugin module nat.front_ends.mcp.mcp_front_end_plugin_worker module nat.front_ends.mcp.register module nat.front_ends.mcp.tool_converter module nat.front_ends.register module nat.front_ends.simple_base module nat.front_ends.simple_base.simple_front_end_plugin_base module nat.llm module nat.llm.aws_bedrock_llm module nat.llm.azure_openai_llm module nat.llm.litellm_llm module nat.llm.nim_llm module nat.llm.openai_llm module nat.llm.register module nat.llm.utils module nat.llm.utils.env_config_value module nat.llm.utils.error module nat.llm.utils.thinking module nat.memory module nat.memory.interfaces module nat.memory.models module nat.object_store module nat.object_store.in_memory_object_store module nat.object_store.interfaces module nat.object_store.models module nat.object_store.register module nat.observability module nat.observability.exporter module nat.observability.exporter.base_exporter module nat.observability.exporter.exporter module nat.observability.exporter.file_exporter module nat.observability.exporter.processing_exporter module nat.observability.exporter.raw_exporter module nat.observability.exporter.span_exporter module nat.observability.exporter_manager module nat.observability.mixin module nat.observability.mixin.batch_config_mixin module nat.observability.mixin.collector_config_mixin module nat.observability.mixin.file_mixin module nat.observability.mixin.file_mode module nat.observability.mixin.redaction_config_mixin module nat.observability.mixin.resource_conflict_mixin module nat.observability.mixin.serialize_mixin module nat.observability.mixin.tagging_config_mixin module nat.observability.mixin.type_introspection_mixin module nat.observability.processor module nat.observability.processor.batching_processor module nat.observability.processor.callback_processor module nat.observability.processor.falsy_batch_filter_processor module

nat.observability.processor.intermediate_step_serializer module nat.observability.processor.processor module nat.observability.processor.processor_factory module nat.observability.processor.redaction module nat.observability.processor.redaction.contextual_redaction_processor module nat.observability.processor.redaction.contextual_span_redaction_processor module nat.observability.processor.redaction.redaction_processor module nat.observability.processor.redaction.span_header_redaction_processor module nat.observability.processor.span_tagging_processor module nat.observability.register module nat.observability.utils module nat.observability.utils.dict_utils module nat.observability.utils.time_utils module nat.plugins module nat.plugins.adk module nat.plugins.adk.adk_callback_handler module nat.plugins.adk.llm module nat.plugins.adk.register module nat.plugins.adk.tool_wrapper module nat.plugins.agno module nat.plugins.agno.llm module nat.plugins.agno.register module nat.plugins.agno.tool_wrapper module nat.plugins.agno.tools module nat.plugins.agno.tools.register module nat.plugins.agno.tools.serp_api_tool module nat.plugins.crewai module nat.plugins.crewai.crewai_callback_handler module nat.plugins.crewai.llm module nat.plugins.crewai.register module nat.plugins.crewai.tool_wrapper module nat.plugins.data_flywheel module nat.plugins.data_flywheel.observability module nat.plugins.data_flywheel.observability.exporter module nat.plugins.data_flywheel.observability.exporter.dfw_elasticsearch_exporter module nat.plugins.data_flywheel.observability.exporter.dfw_exporter module nat.plugins.data_flywheel.observability.mixin module nat.plugins.data_flywheel.observability.mixin.elasticsearch_mixin module nat.plugins.data_flywheel.observability.processor module nat.plugins.data_flywheel.observability.processor.dfw_record_processor module nat.plugins.data_flywheel.observability.processor.trace_conversion module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.nim_converter module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.register module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_extractor module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_to_dfw module nat.plugins.data_flywheel.observability.processor.trace_conversion.trace_adapter_registry module nat.plugins.data_flywheel.observability.register module nat.plugins.data_flywheel.observability.schema module nat.plugins.data_flywheel.observability.schema.provider module nat.plugins.data_flywheel.observability.schema.provider.nim_trace_source module nat.plugins.data_flywheel.observability.schema.provider.openai_message module nat.plugins.data_flywheel.observability.schema.provider.openai_trace_source module nat.plugins.data_flywheel.observability.schema.register module nat.plugins.data_flywheel.observability.schema.schema_registry module nat.plugins.data_flywheel.observability.schema.sink module nat.plugins.data_flywheel.observability.schema.sink.elasticsearch module nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.contract_version module nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record module nat.plugins.data_flywheel.observability.schema.trace_container module nat.plugins.data_flywheel.observability.schema.trace_source_base module nat.plugins.data_flywheel.observability.utils module nat.plugins.data_flywheel.observability.utils.deserialize module nat.plugins.langchain module nat.plugins.langchain.embedder module nat.plugins.langchain.llm module nat.plugins.langchain.register module nat.plugins.langchain.retriever module nat.plugins.langchain.tool_wrapper module nat.plugins.langchain.tools module nat.plugins.langchain.tools.code_generation_tool module nat.plugins.langchain.tools.register module nat.plugins.langchain.tools.tavily_internet_search module nat.plugins.langchain.tools.wikipedia_search module nat.plugins.llama_index module nat.plugins.llama_index.embedder module nat.plugins.llama_index.llm module nat.plugins.llama_index.register module nat.plugins.llama_index.tool_wrapper module nat.plugins.mcp module nat.plugins.mcp.auth module nat.plugins.mcp.auth.auth_flow_handler module nat.plugins.mcp.auth.auth_provider module nat.plugins.mcp.auth.auth_provider_config module nat.plugins.mcp.auth.register module nat.plugins.mcp.auth.token_storage module nat.plugins.mcp.client_base module nat.plugins.mcp.client_config module nat.plugins.mcp.client_impl module nat.plugins.mcp.exception_handler module nat.plugins.mcp.exceptions module nat.plugins.mcp.register module nat.plugins.mcp.tool module nat.plugins.mcp.utils module nat.plugins.mem0ai module nat.plugins.mem0ai.mem0_editor module nat.plugins.mem0ai.memory module nat.plugins.mem0ai.register module nat.plugins.mysql module nat.plugins.mysql.mysql_object_store module nat.plugins.mysql.object_store module nat.plugins.mysql.register module nat.plugins.opentelemetry module nat.plugins.opentelemetry.mixin module nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin module nat.plugins.opentelemetry.otel_span module nat.plugins.opentelemetry.otel_span_exporter module nat.plugins.opentelemetry.otlp_span_adapter_exporter module nat.plugins.opentelemetry.otlp_span_redaction_adapter_exporter module nat.plugins.opentelemetry.register module nat.plugins.opentelemetry.span_converter module nat.plugins.phoenix module nat.plugins.phoenix.mixin module nat.plugins.phoenix.mixin.phoenix_mixin module nat.plugins.phoenix.phoenix_exporter module nat.plugins.phoenix.register module nat.plugins.ragaai module nat.plugins.ragaai.mixin module nat.plugins.ragaai.mixin.ragaai_catalyst_mixin module nat.plugins.ragaai.ragaai_catalyst_exporter module nat.plugins.ragaai.register module nat.plugins.redis module nat.plugins.redis.memory module nat.plugins.redis.object_store module nat.plugins.redis.redis_editor module nat.plugins.redis.redis_object_store module nat.plugins.redis.register module nat.plugins.redis.schema module nat.plugins.s3 module nat.plugins.s3.object_store module nat.plugins.s3.register module nat.plugins.s3.s3_object_store module nat.plugins.semantic_kernel module nat.plugins.semantic_kernel.llm module nat.plugins.semantic_kernel.register module nat.plugins.semantic_kernel.tool_wrapper module nat.plugins.weave module nat.plugins.weave.register module nat.plugins.weave.weave_exporter module nat.plugins.zep_cloud module nat.plugins.zep_cloud.memory module nat.plugins.zep_cloud.register module nat.plugins.zep_cloud.zep_editor module nat.profiler module nat.profiler.calc module nat.profiler.calc.calc_runner module nat.profiler.calc.calculations module nat.profiler.calc.data_models module nat.profiler.calc.plot module nat.profiler.callbacks module nat.profiler.callbacks.agno_callback_handler module nat.profiler.callbacks.base_callback_class module nat.profiler.callbacks.langchain_callback_handler module nat.profiler.callbacks.llama_index_callback_handler module nat.profiler.callbacks.semantic_kernel_callback_handler module nat.profiler.callbacks.token_usage_base_model module nat.profiler.data_frame_row module nat.profiler.data_models module nat.profiler.decorators module nat.profiler.decorators.framework_wrapper module nat.profiler.decorators.function_tracking module nat.profiler.forecasting module nat.profiler.forecasting.config module nat.profiler.forecasting.model_trainer module nat.profiler.forecasting.models module nat.profiler.forecasting.models.forecasting_base_model module nat.profiler.forecasting.models.linear_model module nat.profiler.forecasting.models.random_forest_regressor module nat.profiler.inference_metrics_model module nat.profiler.inference_optimization module nat.profiler.inference_optimization.bottleneck_analysis module nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis module nat.profiler.inference_optimization.bottleneck_analysis.simple_stack_analysis module nat.profiler.inference_optimization.data_models module nat.profiler.inference_optimization.experimental module nat.profiler.inference_optimization.experimental.concurrency_spike_analysis module nat.profiler.inference_optimization.experimental.prefix_span_analysis module nat.profiler.inference_optimization.llm_metrics module nat.profiler.inference_optimization.prompt_caching module nat.profiler.inference_optimization.token_uniqueness module nat.profiler.inference_optimization.workflow_runtimes module nat.profiler.intermediate_property_adapter module nat.profiler.parameter_optimization module nat.profiler.parameter_optimization.optimizable_utils module nat.profiler.parameter_optimization.optimizer_runtime module nat.profiler.parameter_optimization.parameter_optimizer module nat.profiler.parameter_optimization.parameter_selection module nat.profiler.parameter_optimization.pareto_visualizer module nat.profiler.parameter_optimization.prompt_optimizer module nat.profiler.parameter_optimization.update_helpers module nat.profiler.profile_runner module nat.profiler.utils module nat.registry_handlers module nat.registry_handlers.local module nat.registry_handlers.local.local_handler module nat.registry_handlers.local.register_local module nat.registry_handlers.metadata_factory module nat.registry_handlers.package_utils module nat.registry_handlers.pypi module nat.registry_handlers.pypi.pypi_handler module nat.registry_handlers.pypi.register_pypi module nat.registry_handlers.register module nat.registry_handlers.registry_handler_base module nat.registry_handlers.rest module nat.registry_handlers.rest.register_rest module nat.registry_handlers.rest.rest_handler module nat.registry_handlers.schemas module nat.registry_handlers.schemas.headers module nat.registry_handlers.schemas.package module nat.registry_handlers.schemas.publish module nat.registry_handlers.schemas.pull module nat.registry_handlers.schemas.remove module nat.registry_handlers.schemas.search module nat.registry_handlers.schemas.status module nat.retriever module nat.retriever.interface module nat.retriever.milvus module nat.retriever.milvus.register module nat.retriever.milvus.retriever module nat.retriever.models module nat.retriever.nemo_retriever module nat.retriever.nemo_retriever.register module nat.retriever.nemo_retriever.retriever module nat.retriever.register module nat.runtime module nat.runtime.loader module nat.runtime.runner module nat.runtime.session module nat.runtime.user_metadata module nat.settings module nat.settings.global_settings module nat.tool module nat.tool.chat_completion module nat.tool.code_execution module nat.tool.code_execution.code_sandbox module nat.tool.code_execution.local_sandbox module nat.tool.code_execution.local_sandbox.local_sandbox_server module nat.tool.code_execution.register module nat.tool.code_execution.test_code_execution_sandbox module nat.tool.code_execution.utils module nat.tool.datetime_tools module nat.tool.document_search module nat.tool.github_tools module nat.tool.memory_tools module nat.tool.memory_tools.add_memory_tool module nat.tool.memory_tools.delete_memory_tool module nat.tool.memory_tools.get_memory_tool module nat.tool.nvidia_rag module nat.tool.register module nat.tool.retriever module nat.tool.server_tools module nat.utils module nat.utils.callable_utils module nat.utils.data_models module nat.utils.data_models.schema_validator module nat.utils.debugging_utils module nat.utils.decorators module nat.utils.dump_distro_mapping module nat.utils.exception_handlers module nat.utils.exception_handlers.automatic_retries module nat.utils.exception_handlers.schemas module nat.utils.io module nat.utils.io.model_processing module nat.utils.io.yaml_tools module nat.utils.log_levels module nat.utils.log_utils module nat.utils.metadata_utils module nat.utils.optional_imports module nat.utils.producer_consumer_queue module nat.utils.reactive module nat.utils.reactive.base module nat.utils.reactive.base.observable_base module nat.utils.reactive.base.observer_base module nat.utils.reactive.base.subject_base module nat.utils.reactive.observable module nat.utils.reactive.observer module nat.utils.reactive.subject module nat.utils.reactive.subscription module nat.utils.settings module nat.utils.settings.global_settings module nat.utils.string_utils module nat.utils.type_converter module nat.utils.type_utils module nat.utils.url_utils module NAT_EVENT_TYPE (SpanAttributes attribute) NAT_SPAN_KIND (SpanAttributes attribute) NAT_USAGE_NUM_LLM_CALLS (SpanAttributes attribute) NAT_USAGE_SECONDS_BETWEEN_CALLS (SpanAttributes attribute) NAT_USAGE_TOKEN_COUNT_COMPLETION (SpanAttributes attribute) NAT_USAGE_TOKEN_COUNT_PROMPT (SpanAttributes attribute) NAT_USAGE_TOKEN_COUNT_TOTAL (SpanAttributes attribute) nbf (TokenValidationResult attribute) nemo_langchain() (in module nat.plugins.langchain.retriever) nemo_retriever() (in module nat.retriever.nemo_retriever.register) nemo_retriever_client() (in module nat.retriever.nemo_retriever.register) NemoLangchainRetriever (class in nat.retriever.nemo_retriever.retriever) NemoRetriever (class in nat.retriever.nemo_retriever.retriever) NemoRetrieverConfig (class in nat.retriever.nemo_retriever.register) nest_updates() (in module nat.profiler.parameter_optimization.update_helpers) NestedCallProfilingResult (class in nat.profiler.inference_optimization.data_models) nim_adk() (in module nat.plugins.adk.llm) nim_agno() (in module nat.plugins.agno.llm) nim_crewai() (in module nat.plugins.crewai.llm) nim_embedder_model() (in module nat.embedder.nim_embedder) nim_langchain() (in module nat.plugins.langchain.embedder) (in module nat.plugins.langchain.llm) nim_llama_index() (in module nat.plugins.llama_index.embedder) (in module nat.plugins.llama_index.llm) nim_model() (in module nat.llm.nim_llm) NIMEmbedderModelConfig (class in nat.embedder.nim_embedder) NIMModelConfig (class in nat.llm.nim_llm) NIMTraceSource (class in nat.plugins.data_flywheel.observability.schema.provider.nim_trace_source) ninetieth_interval (InferenceMetricsModel attribute) ninety_fifth_interval (InferenceMetricsModel attribute) ninety_ninth_interval (InferenceMetricsModel attribute) NO_INPUT_ERROR_MESSAGE (in module nat.agent.base) node_metrics (NestedCallProfilingResult attribute) NodeMetrics (class in nat.profiler.inference_optimization.data_models) NONE (AuthFlowType attribute) (PrivacyLevel attribute) normalize_tool_input_quotes (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute) NoSuchKeyError NOT_FOUND (JobStatus attribute) NOTE_BOX_ALPHA (PlotConfig attribute) NOTE_BOX_COLOR (PlotConfig attribute) NOTE_BOX_PAD (PlotConfig attribute) NOTE_FONTSIZE (PlotConfig attribute) NOTE_TEXT_COLOR (PlotConfig attribute) NOTE_X_POS (PlotConfig attribute) NOTE_Y_POS (PlotConfig attribute) NOTIFICATION (HumanPromptModelType attribute) ns_timestamp() (in module nat.observability.utils.time_utils) num_executions (ExecuteScoreSelectFunctionConfig attribute) num_feedback (LLMAsAJudgeEditorConfig attribute) num_items_greater_than_target_latency (CalcAlerts attribute) num_items_greater_than_target_runtime (CalcAlerts attribute) num_iterations (IterativePlanRefinementConfig attribute) num_llm_calls (UsageInfo attribute) num_passes (CalcRunnerConfig attribute) (DatasetHandler attribute) (EvaluationRunConfig attribute) num_plans (SingleShotMultiPlanConfig attribute) num_retries (RetryMixin attribute) numeric (OptimizerConfig attribute) NumericOptimizationConfig (class in nat.data_models.optimizer) nvidia_api_key (NemoRetrieverConfig attribute) nvidia_rag_tool() (in module nat.tool.nvidia_rag) NVIDIARAGToolConfig (class in nat.tool.nvidia_rag)

O

OAUTH2_AUTHORIZATION_CODE (AuthFlowType attribute) oauth2_callback_path (FastApiFrontEndConfig attribute) oauth2_client() (in module nat.authentication.oauth2.register) OAUTH2_CLIENT_CREDENTIALS (AuthFlowType attribute) OAUTH2_DEVICE_CODE (AuthFlowType attribute) OAUTH2_PASSWORD (AuthFlowType attribute) OAuth2AuthCodeFlowProvider (class in nat.authentication.oauth2.oauth2_auth_code_flow_provider) OAuth2AuthCodeFlowProviderConfig (class in nat.authentication.oauth2.oauth2_auth_code_flow_provider_config) OAuth2Credentials (class in nat.plugins.mcp.auth.auth_provider) OAuth2Endpoints (class in nat.plugins.mcp.auth.auth_provider) OAuth2ResourceServerConfig (class in nat.authentication.oauth2.oauth2_resource_server_config) OAUTH_CONSENT (HumanPromptModelType attribute) object (ChatResponse attribute) (ChatResponseChunk attribute) (Response attribute) OBJECT_STORE (ComponentEnum attribute) object_store (FastApiFrontEndConfig attribute) object_store_command() (in module nat.cli.commands.object_store.object_store) object_store_command_decorator() (in module nat.cli.commands.object_store.object_store) OBJECT_STORES (ComponentGroup attribute) object_stores (Config attribute) (FunctionDependencies attribute) (Workflow attribute) objective (PromptOptimizerInputSchema attribute) ObjectStore (class in nat.object_store.interfaces) ObjectStoreBaseConfig (class in nat.data_models.object_store) ObjectStoreBaseConfigT (in module nat.data_models.object_store) ObjectStoreBuildCallableT (in module nat.cli.type_registry) ObjectStoreItem (class in nat.object_store.models) ObjectStoreRef (class in nat.data_models.component_ref) ObjectStoreRegisteredCallableT (in module nat.cli.type_registry) ObjectStoreTokenStorage (class in nat.plugins.mcp.auth.token_storage) Observable (class in nat.utils.reactive.observable) ObservableBase (class in nat.utils.reactive.base.observable_base) observation (ReActOutputParserException attribute) Observer (class in nat.utils.reactive.observer) ObserverBase (class in nat.utils.reactive.base.observer_base) OFF (StepAdaptorMode attribute) offline_mode (CalcRunnerConfig attribute) OK (SpanStatusCode attribute) on_chat_model_start() (LangchainProfilerHandler method) on_complete() (BaseExporter method) (Exporter method) (Observer method) (ObserverBase method) (Subject method) (SubjectBase method) on_error() (BaseExporter method) (Exporter method) (Observer method) (ObserverBase method) (Subject method) (SubjectBase method) on_event_end() (LlamaIndexProfilerHandler method) on_event_start() (LlamaIndexProfilerHandler method) on_llm_end() (LangchainProfilerHandler method) on_llm_new_token() (LangchainProfilerHandler method) on_llm_start() (LangchainProfilerHandler method) on_next() (Observer method) (ObserverBase method) (Subject method) (SubjectBase method) on_tool_end() (LangchainProfilerHandler method) on_tool_start() (LangchainProfilerHandler method) OnComplete (in module nat.utils.reactive.base.observable_base) (in module nat.utils.reactive.base.subject_base) (in module nat.utils.reactive.observable) (in module nat.utils.reactive.observer) (in module nat.utils.reactive.subject) (in module nat.utils.reactive.subscription) OnError (in module nat.utils.reactive.base.observable_base) (in module nat.utils.reactive.base.subject_base) (in module nat.utils.reactive.observable) (in module nat.utils.reactive.observer) (in module nat.utils.reactive.subject) (in module nat.utils.reactive.subscription) OnNext (in module nat.utils.reactive.base.observable_base) (in module nat.utils.reactive.base.subject_base) (in module nat.utils.reactive.observable) (in module nat.utils.reactive.observer) (in module nat.utils.reactive.subject) (in module nat.utils.reactive.subscription) openai_adk() (in module nat.plugins.adk.llm) openai_agno() (in module nat.plugins.agno.llm) openai_api_path (FastApiFrontEndConfig.EndpointBase attribute) openai_api_v1_path (FastApiFrontEndConfig.EndpointBase attribute) openai_crewai() (in module nat.plugins.crewai.llm) openai_embedder_model() (in module nat.embedder.openai_embedder) openai_langchain() (in module nat.plugins.langchain.embedder) (in module nat.plugins.langchain.llm) openai_llama_index() (in module nat.plugins.llama_index.embedder) (in module nat.plugins.llama_index.llm) openai_llm() (in module nat.llm.openai_llm) openai_semantic_kernel() (in module nat.plugins.semantic_kernel.llm) OpenAIEmbedderModelConfig (class in nat.embedder.openai_embedder) OpenAIMessage (class in nat.plugins.data_flywheel.observability.schema.provider.openai_message) OpenAIMetadata (class in nat.plugins.data_flywheel.observability.schema.provider.openai_trace_source) OpenAIModelConfig (class in nat.llm.openai_llm)

OpenAITraceSource (class in nat.plugins.data_flywheel.observability.schema.provider.openai_trace_source) OpenAITraceSourceBase (class in nat.plugins.data_flywheel.observability.schema.provider.openai_trace_source) OpenStep (class in nat.builder.intermediate_step_manager) operation_name (CallNode attribute) (NodeMetrics attribute) (PrefixCallNode attribute) (SimpleOperationStats attribute) operation_type (CallNode attribute) (NodeMetrics attribute) (PrefixCallNode attribute) (SimpleOperationStats attribute) optimizable_params (OptimizableMixin attribute) OptimizableField() (in module nat.data_models.optimizable) OptimizableMixin (class in nat.data_models.optimizable) optimize_config() (in module nat.profiler.parameter_optimization.optimizer_runtime) optimize_parameters() (in module nat.profiler.parameter_optimization.parameter_optimizer) optimize_prompts() (in module nat.profiler.parameter_optimization.prompt_optimizer) optimizer (Config attribute) optimizer_command() (in module nat.cli.commands.optimize) optimizer_llm (PromptOptimizerConfig attribute) (PromptRecombinerConfig attribute) optimizer_prompt (PromptOptimizerConfig attribute) (PromptRecombinerConfig attribute) OptimizerConfig (class in nat.data_models.optimizer) OptimizerMetric (class in nat.data_models.optimizer) OptimizerRunConfig (class in nat.data_models.optimizer) option_in_allowed_values() (in module nat.embedder.nim_embedder) optional_import() (in module nat.utils.optional_imports) OptionalImportError OPTIONS (HTTPMethod attribute) options (HumanPromptBinary attribute) (HumanPromptMultipleChoiceBase attribute) oracle_feedback (PromptOptimizerInputSchema attribute) org_id (Mem0MemoryClientConfig attribute) organization (Mem0MemoryClientConfig attribute) origin (DecomposedType property) original_exception (MCPError attribute) original_prompt (PromptOptimizerInputSchema attribute) otel_telemetry_exporter() (in module nat.plugins.opentelemetry.register) OtelCollectorTelemetryExporter (class in nat.plugins.opentelemetry.register) OtelSpan (class in nat.plugins.opentelemetry.otel_span) OtelSpanBatchProcessor (class in nat.plugins.opentelemetry.otel_span_exporter) OtelSpanExporter (class in nat.plugins.opentelemetry) (class in nat.plugins.opentelemetry.otel_span_exporter) OTLPProtocol (in module nat.plugins.opentelemetry) (in module nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin) OTLPSpanAdapterExporter (class in nat.plugins.opentelemetry) (class in nat.plugins.opentelemetry.otlp_span_adapter_exporter) OTLPSpanExporterMixin (class in nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin) OTLPSpanHeaderRedactionAdapterExporter (class in nat.plugins.opentelemetry) (class in nat.plugins.opentelemetry.otlp_span_redaction_adapter_exporter) OUTLIER_ALPHA (PlotConfig attribute) OUTLIER_COLOR (PlotConfig attribute) outlier_llm_latency (CalcAlerts attribute) OUTLIER_MARKER (PlotConfig attribute) OUTLIER_POINT_SIZE (PlotConfig attribute) outlier_workflow_runtime (CalcAlerts attribute) outliers_removed (LinearFitResult attribute) output (ActiveFunctionContextManager property) (AsyncGenerationStatusResponse attribute) (EvalGeneralConfig attribute) (GenerateResponse attribute) (JobInfo attribute) (StreamEventData attribute) (ToolUseInputSchema attribute) (TTCItem attribute) output_config (OutputUploader attribute) output_dir (CalcRunner property) (CalcRunnerConfig attribute) (EvalGeneralConfig attribute) (ProfilerRunner attribute) (SweBenchEvaluator attribute) output_fields (MilvusRetrieverConfig attribute) (NemoRetrieverConfig attribute) OUTPUT_MIME_TYPE (SpanAttributes attribute) output_obj (EvalInputItem attribute) output_path (EvaluateStatusResponse attribute) (FileTelemetryExporterConfig attribute) (JobInfo attribute) (OptimizerConfig attribute) output_schema (FunctionDescriptor attribute) output_type (FunctionDescriptor attribute) (TypeIntrospectionMixin property) output_type_is_base_model (FunctionDescriptor attribute) output_union_types (TypeIntrospectionMixin property) OUTPUT_VALUE (SpanAttributes attribute) OutputSpanT (in module nat.observability.exporter.span_exporter) OutputT (in module nat.observability.exporter.raw_exporter) (in module nat.observability.processor.callback_processor) (in module nat.observability.processor.processor) OutputUploader (class in nat.eval.utils.output_uploader) override (EvaluationRunConfig attribute) (OptimizerRunConfig attribute) override() (in module nat.utils.type_utils) override_output_dir() (EvalGeneralConfig class method) override_settings() (Settings method) overrides (LayeredConfig attribute) OVERWRITE (FileMode attribute)

P

P (in module nat.builder.function_info) p50 (ConcurrencyDistribution attribute) p50_concurrency (ConcurrencyAnalysisResult attribute) p90 (ConcurrencyDistribution attribute) (InferenceMetricsModel attribute) (LLMUniquenessMetrics attribute) (WorkflowRuntimeMetrics attribute) p90_concurrency (ConcurrencyAnalysisResult attribute) p95 (ConcurrencyDistribution attribute) (InferenceMetricsModel attribute) (LLMUniquenessMetrics attribute) (WorkflowRuntimeMetrics attribute) p95_concurrency (ConcurrencyAnalysisResult attribute) p95_duration (SimpleOperationStats attribute) p99 (ConcurrencyDistribution attribute) (InferenceMetricsModel attribute) (LLMUniquenessMetrics attribute) (WorkflowRuntimeMetrics attribute) p99_concurrency (ConcurrencyAnalysisResult attribute) p99_duration (SimpleOperationStats attribute) PACKAGE (ComponentEnum attribute) (DiscoveryContractFieldsEnum attribute) package (DiscoveryMetadata attribute) (PullRequestPackage attribute) PACKAGE (SearchFields attribute) package (SearchResponseItem attribute) PACKAGE (VisualizeFields attribute) package_name (RegisteredPackage attribute) (WheelData attribute) package_root (WheelData attribute) PackageError PackageNameVersion (class in nat.registry_handlers.schemas.package) PackageNameVersionList (class in nat.registry_handlers.schemas.package) packages (PackageNameVersionList attribute) (PullRequestPackages attribute) (PullResponse attribute) (RemoveResponse attribute) page_content (Document attribute) parallel_tool_calls (ChatRequest attribute) parameters (FunctionDetails attribute) (ToolDetails attribute) params (SearchResponse attribute) parent (CallNode attribute) (OtelSpan property) (Span attribute) parent_call() (WeaveExporter method) parent_function_id (DataFrameRow attribute) (IntermediatePropertyAdaptor property) parent_function_name (DataFrameRow attribute) (IntermediatePropertyAdaptor property) parent_id (InteractionBase attribute) (IntermediateStep attribute) (InvocationNode attribute) (ResponseIntermediateStep attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) parent_name (InvocationNode attribute) ParetoVisualizer (class in nat.profiler.parameter_optimization.pareto_visualizer) parse() (ReActOutputParser method) parse_agent_response_max_retries (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute) parse_list_fields() (SWEBenchInput method) parse_op_type() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) parse_requirement() (in module nat.registry_handlers.package_utils) parser (in module nat.utils.dump_distro_mapping) parser() (EvalDatasetCsvConfig static method) (EvalDatasetCustomConfig method) (EvalDatasetJsonConfig static method) (EvalDatasetJsonlConfig static method) (EvalDatasetParquetConfig static method) (EvalDatasetXlsConfig static method) PASS_TO_PASS (SWEBenchInput attribute) pass_tool_call_errors_to_agent (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute) password (BasicAuthCred attribute) (DFWElasticsearchTelemetryExporter attribute) (MySQLObjectStoreClientConfig attribute) PASSWORD_ENV (MySQLObjectStoreClientConfig attribute) PATCH (HTTPMethod attribute) patch (SWEBenchInput attribute) patch_with_retry() (in module nat.utils.exception_handlers.automatic_retries) patch_with_thinking() (in module nat.llm.utils.thinking) path (FastApiFrontEndConfig.EndpointBase attribute) (FileLoggingMethod attribute) path_params (Request attribute) (RequestAttributes property) patronus_telemetry_exporter() (in module nat.plugins.opentelemetry.register) PatronusTelemetryExporter (class in nat.plugins.opentelemetry.register) pattern (FrequentPattern attribute) patterns (PrefixSpanSubworkflowResult attribute) pause_registration_changed_hooks() (TypeRegistry method) pause_settings_changed_hooks() (Settings method) payload (IntermediateStep attribute) (ResponseIntermediateStep attribute) (ResponsePayloadOutput attribute) (SystemIntermediateStepContent attribute) PENDING (InteractionStatus attribute) per_item_metrics (SizingMetrics attribute) phoenix_telemetry_exporter() (in module nat.plugins.phoenix.register) PhoenixMixin (class in nat.plugins.phoenix.mixin.phoenix_mixin) PhoenixOtelExporter (class in nat.plugins.phoenix.phoenix_exporter) PhoenixTelemetryExporter (class in nat.plugins.phoenix.register) pick_trial() (in module nat.profiler.parameter_optimization.parameter_selection) ping_mcp_server() (in module nat.cli.commands.mcp.mcp) pipeline (Collection attribute) pipeline_type (StrategyBase attribute) PipelineInputT (in module nat.observability.exporter.processing_exporter) PipelineOutputT (in module nat.observability.exporter.processing_exporter) PipelineTypeEnum (class in nat.experimental.test_time_compute.models.stage_enums) PistonSandbox (class in nat.tool.code_execution.code_sandbox) placeholder (HumanPromptText attribute) (ReWOOEvidence attribute) plan (ReWOOGraphState attribute) (ReWOOPlanStep attribute) (TTCItem attribute) plan_select_execute_function() (in module nat.experimental.test_time_compute.functions.plan_select_execute_function) planner (PlanSelectExecuteFunctionConfig attribute) planner_node() (ReWOOAgentGraph method) planner_prompt (ReWOOAgentGraph attribute) (ReWOOAgentWorkflowConfig attribute) PLANNER_SYSTEM_PROMPT (in module nat.agent.rewoo_agent.prompt) PLANNER_USER_PROMPT (in module nat.agent.rewoo_agent.prompt) PLANNING (PipelineTypeEnum attribute) planning_llm (SingleShotMultiPlanConfig attribute) planning_template (MultiLLMPlanConfig attribute) (SingleShotMultiPlanConfig attribute) plans_per_llm (MultiLLMPlanConfig attribute) PlanSelectExecuteFunctionConfig (class in nat.experimental.test_time_compute.functions.plan_select_execute_function) plot_concurrency_vs_time_metrics() (CalcRunner method) (in module nat.profiler.calc.plot) plot_concurrency_vs_time_metrics_simple() (in module nat.profiler.calc.plot) plot_data (CalcRunnerConfig attribute) plot_metric_vs_concurrency_with_optional_fit() (in module nat.profiler.calc.plot) plot_pairwise_matrix() (ParetoVisualizer method) plot_pareto_front_2d() (ParetoVisualizer method) plot_pareto_parallel_coordinates() (ParetoVisualizer method) PlotConfig (class in nat.profiler.calc.plot) PluginTypes (class in nat.runtime.loader) populate_builder() (WorkflowBuilder method) (WorkflowEvalBuilder method) port (FastApiFrontEndConfig attribute) (MCPFrontEndConfig attribute) (MySQLObjectStoreClientConfig attribute) (RedisMemoryClientConfig attribute) (RedisObjectStoreClientConfig attribute)

PORT_ENV (MySQLObjectStoreClientConfig attribute) POST (HTTPMethod attribute) pre_eval_process_eval_input() (DatasetHandler method) pre_run() (ConsoleFrontEndPlugin method) (SimpleFrontEndPluginBase method) pred_loggers (WeaveEvaluationIntegration attribute) predict() (ForecastingBaseModel method), [1] (LinearModel method), [1] (RandomForestModel method), [1] prefix (PrefixInfo attribute) prefix_info (FrameworkLLMPrefixData attribute) prefix_length (PrefixInfo attribute) prefix_span_analysis (ProfilerConfig attribute) PrefixCallNode (class in nat.profiler.inference_optimization.data_models) PrefixInfo (class in nat.profiler.inference_optimization.data_models) prefixspan_subworkflow_with_text() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) PrefixSpanConfig (class in nat.data_models.profiler) PrefixSpanSubworkflowResult (class in nat.profiler.inference_optimization.data_models) prepare_trace() (RAGATraceExporterOptWrite method) presence_penalty (ChatRequest attribute) presidio_filter (in module nat.plugins.weave.weave_exporter) prev_stack (OpenStep attribute) print_channel_settings() (Settings method) print_summary() (Config method) print_tool() (in module nat.cli.commands.mcp.mcp) PrivacyLevel (class in nat.observability.mixin.tagging_config_mixin) PrivacyTaggingConfigMixin (class in nat.observability.mixin.tagging_config_mixin) PrivacyTagSchema (in module nat.observability.mixin.tagging_config_mixin) problem_statement (SWEBenchInput attribute) process() (BatchingProcessor method) (DFWToDictProcessor method), [1] (FalsyBatchFilterProcessor method) (IntermediateStepSerializer method) (Processor method) (RedactionProcessor method) (SpanTaggingProcessor method) (SpanToDFWRecordProcessor method), [1] (SpanToOtelProcessor method) (StepAdaptor method) process_eval_input() (SweBenchEvaluator method) process_nat_eval() (in module nat.cli.commands.evaluate) process_result() (in module nat.plugins.agno.tool_wrapper) process_status (CodeExecutionResult attribute) process_workflow_request() (WebSocketMessageHandler method) ProcessingExporter (class in nat.observability.exporter.processing_exporter) Processor (class in nat.observability.processor.processor) processor_factory() (in module nat.observability.processor.processor_factory) processor_factory_from_type() (in module nat.observability.processor.processor_factory) processor_factory_to_type() (in module nat.observability.processor.processor_factory) profile_config (ProfilerRunner attribute) profile_workflow() (EvaluationRun method) profile_workflow_bottlenecks() (in module nat.profiler.inference_optimization.bottleneck_analysis.simple_stack_analysis) profiler (EvalGeneralConfig attribute) profiler_results (EvaluationRunOutput attribute) ProfilerConfig (class in nat.data_models.profiler) ProfilerResults (class in nat.profiler.data_models) ProfilerRunner (class in nat.profiler.profile_runner) programming_language (CodeGenerationTool attribute) project (CollectorConfigMixin attribute) (FileTelemetryExporterConfig attribute) (Mem0MemoryClientConfig attribute) (WeaveTelemetryExporter attribute) project_id (Mem0MemoryClientConfig attribute) prompt (OptimizerConfig attribute) (SearchSpace attribute) prompt_caching_prefixes (ProfilerConfig attribute) prompt_for_input_cli() (in module nat.front_ends.console.console_front_end_plugin) prompt_optimizer_function() (in module nat.agent.prompt_optimizer.register) prompt_population_init_function (PromptGAOptimizationConfig attribute) prompt_purpose (SearchSpace attribute) prompt_recombination_function (PromptGAOptimizationConfig attribute) prompt_recombiner_function() (in module nat.agent.prompt_optimizer.register) prompt_tokens (ConcurrencyCallNode attribute) (DataFrameRow attribute) (LangchainProfilerHandler attribute) (TokenUsageBaseModel attribute) (Usage attribute) (UsageStatsLLM attribute) prompt_user_input() (UserInteractionManager method) PromptCachingConfig (class in nat.data_models.profiler) PromptGAOptimizationConfig (class in nat.data_models.optimizer) PromptOptimizerConfig (class in nat.agent.prompt_optimizer.register) PromptOptimizerInputSchema (class in nat.profiler.parameter_optimization.prompt_optimizer) PromptRecombinerConfig (class in nat.agent.prompt_optimizer.register) properties (FunctionParameters attribute) (ToolParameters attribute) PROTOCOL (MCPErrorCategory attribute) provided_metadata (TraceMetadata attribute) provider_type (EmbedderProviderInfo attribute) (LLMProviderInfo attribute) (RetrieverProviderInfo attribute) ProviderT (in module nat.plugins.data_flywheel.observability.schema.provider.openai_trace_source) public_key (LangfuseTelemetryExporter attribute) PUBLISH (ActionEnum attribute) publish() (AbstractRegistryHandler method) (in module nat.cli.commands.registry.publish) (LocalRegistryHandler method) (PypiRegistryHandler method) (RestRegistryHandler method) publish_artifact() (in module nat.cli.commands.registry.publish) publish_eval_input() (DatasetHandler method) publish_output() (EvaluationRun method) publish_route (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) PublishResponse (class in nat.registry_handlers.schemas.publish) PULL (ActionEnum attribute) pull() (AbstractRegistryHandler method) (in module nat.cli.commands.registry.pull) (LocalRegistryHandler method) (PypiRegistryHandler method) (RestRegistryHandler method) pull_artifact() (in module nat.cli.commands.registry.pull) pull_details (GithubCreatePullList attribute) pull_intermediate() (in module nat.eval.runtime_event_subscriber) (in module nat.front_ends.fastapi.intermediate_steps_subscriber) pull_route (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) PulledPackage (class in nat.registry_handlers.schemas.pull) PullPackageWhl (class in nat.registry_handlers.schemas.pull) PullRequestPackage (class in nat.registry_handlers.schemas.pull) PullRequestPackages (class in nat.registry_handlers.schemas.pull) PullResponse (class in nat.registry_handlers.schemas.pull) PUSH (MultipleChoiceOptionType attribute) push() (GlobalSettings static method) (GlobalTypeRegistry static method) push_active_function() (Context method) push_intermediate_step() (in module nat.profiler.decorators.function_tracking) (IntermediateStepManager method) PUT (HTTPMethod attribute) put() (AsyncIOProducerConsumerQueue method) put_blocking() (AsyncIOProducerConsumerQueue method) put_object() (InMemoryObjectStore method) (MySQLObjectStore method) (ObjectStore method) (RedisObjectStore method) (S3ObjectStore method) pypi_publish_registry_handler() (in module nat.registry_handlers.pypi.register_pypi) PypiRegistryHandler (class in nat.registry_handlers.pypi.pypi_handler) PypiRegistryHandlerConfig (class in nat.registry_handlers.pypi.register_pypi) pytest_addoption() (in module nat.tool.code_execution.test_code_execution_sandbox) python_doc_to_cmd_help() (in module nat.tool.code_execution.utils)

Q

QUERY (CredentialKind attribute) (CredentialLocation attribute) query (RetrieverPayload attribute) (SearchMemoryInput attribute) (SearchQuery attribute) query_generation_template (MultiQueryRetrievalSearchConfig attribute)

query_params (AuthenticatedContext attribute) (Request attribute) (RequestAttributes property) QueryCred (class in nat.data_models.authentication) question_key (DatasetHandler property) (EvalDatasetStructureConfig attribute) QueueClosed

R

r_squared (LinearFitResult attribute) RADIO (HumanPromptModelType attribute) RagaAICatalystExporter (class in nat.plugins.ragaai.ragaai_catalyst_exporter) RagaAICatalystMixin (class in nat.plugins.ragaai.mixin.ragaai_catalyst_mixin) ragas_to_eval_output() (RAGEvaluator method) RagasEvaluatorConfig (class in nat.eval.rag_evaluator.register) RagasMetricConfig (class in nat.eval.rag_evaluator.register) RAGATraceExporterOptWrite (class in nat.plugins.ragaai.mixin.ragaai_catalyst_mixin) RAGEvaluator (class in nat.eval.rag_evaluator.evaluate) raise_error (LangchainProfilerHandler attribute) raise_errors (RetrieverConfig attribute) raise_tool_call_error (ReWOOAgentGraph attribute) (ReWOOAgentWorkflowConfig attribute) raise_type_incompatibility (SequentialExecutorConfig attribute) RandomForestModel (class in nat.profiler.forecasting.models) (class in nat.profiler.forecasting.models.random_forest_regressor) raw (AuthResult attribute) raw_key (APIKeyAuthProviderConfig attribute) RawExporter (class in nat.observability.exporter.raw_exporter) react_agent_workflow() (in module nat.agent.react_agent.register) ReActAgentGraph (class in nat.agent.react_agent.agent) ReActAgentWorkflowConfig (class in nat.agent.react_agent.register) ReActGraphState (class in nat.agent.react_agent.agent) ReActOutputParser (class in nat.agent.react_agent.output_parser) ReActOutputParserException read_jsonl() (in module nat.data_models.dataset_handler) reasoning (EvalOutputItem attribute) reasoning_prompt_template (ReasoningFunctionConfig attribute) ReasoningFunctionConfig (class in nat.agent.reasoning_agent.reasoning_agent) rebuild_annotations() (Config class method) (EvalConfig class method) (GeneralConfig class method) (Settings class method) (TelemetryConfig class method) reconnect_enabled (MCPClientConfig attribute) reconnect_initial_backoff (MCPClientConfig attribute) reconnect_max_attempts (MCPClientConfig attribute) reconnect_max_backoff (MCPClientConfig attribute) record_exception() (OtelSpan method) recursive_componentref_discovery() (in module nat.builder.component_utils) redact_item() (ContextualSpanRedactionProcessor method) (RedactionProcessor method) redact_keys (WeaveTelemetryExporter attribute) redact_pii (WeaveTelemetryExporter attribute) redact_pii_fields (WeaveTelemetryExporter attribute) redaction_attributes (RedactionConfigMixin attribute) redaction_check() (RedactionManager method) redaction_enabled (RedactionConfigMixin attribute) redaction_headers (HeaderRedactionConfigMixin attribute) redaction_manager() (RedactionContext method), [1] redaction_result (RedactionContext property), [1] (RedactionContextState attribute), [1] redaction_tag (ContextualSpanRedactionProcessor attribute) (RedactionConfigMixin attribute) redaction_value (ContextualRedactionProcessor attribute) (RedactionConfigMixin attribute) RedactionConfigMixin (class in nat.observability.mixin.redaction_config_mixin) RedactionContext (class in nat.observability.processor.redaction) (class in nat.observability.processor.redaction.redaction_processor) RedactionContextState (class in nat.observability.processor.redaction) (class in nat.observability.processor.redaction.redaction_processor) RedactionDataT (in module nat.observability.processor.redaction.contextual_redaction_processor) (in module nat.observability.processor.redaction.redaction_processor) RedactionInputT (in module nat.observability.processor.redaction.redaction_processor) RedactionManager (class in nat.observability.processor.redaction.redaction_processor) RedactionProcessor (class in nat.observability.processor.redaction.redaction_processor) redirect_app (ConsoleAuthenticationFlowHandler property) redirect_uri (MCPOAuth2ProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) redis_memory_client() (in module nat.plugins.redis.memory) redis_object_store_client() (in module nat.plugins.redis.object_store) RedisEditor (class in nat.plugins.redis.redis_editor) RedisMemoryClientConfig (class in nat.plugins.redis.memory) RedisObjectStore (class in nat.plugins.redis.redis_object_store) RedisObjectStoreClientConfig (class in nat.plugins.redis.object_store) ref_count (SessionData attribute) ref_name (ComponentRefNode attribute) refine_single() (IterativePlanRefinementEditor method) refinement_template (IterativePlanRefinementConfig attribute) reflect() (MemoryManager method) region (S3ObjectStoreClientConfig attribute) region_name (AWSBedrockModelConfig attribute) (EvalS3Config attribute) register() (DynamicClientRegistration method) (SchemaRegistry class method) register_adapter (in module nat.plugins.data_flywheel.observability.processor.trace_conversion) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.trace_adapter_registry) register_adapter() (TraceAdapterRegistry class method), [1], [2] register_auth_provider() (in module nat.cli.register_workflow) (TypeRegistry method) register_avg_llm_latency_evaluator() (in module nat.eval.runtime_evaluator.register) register_avg_num_llm_calls_evaluator() (in module nat.eval.runtime_evaluator.register) register_avg_tokens_per_llm_end_evaluator() (in module nat.eval.runtime_evaluator.register) register_avg_workflow_runtime_evaluator() (in module nat.eval.runtime_evaluator.register) register_best_of_n_selector() (in module nat.experimental.test_time_compute.selection.best_of_n_selector) register_chat_completion() (in module nat.tool.chat_completion) register_converter() (GlobalTypeConverter static method) register_embedder_client() (in module nat.cli.register_workflow) (TypeRegistry method) register_embedder_provider() (in module nat.cli.register_workflow) (TypeRegistry method) register_evaluator() (in module nat.cli.register_workflow) (TypeRegistry method) register_fastapi_front_end() (in module nat.front_ends.console.register) (in module nat.front_ends.fastapi.register) register_front_end() (in module nat.cli.register_workflow) (TypeRegistry method) register_function() (in module nat.cli.register_workflow) (TypeRegistry method) register_function_group() (in module nat.cli.register_workflow) (TypeRegistry method) register_function_with_mcp() (in module nat.front_ends.mcp.tool_converter) register_iterative_plan_refinement_editor() (in module nat.experimental.test_time_compute.editing.iterative_plan_refinement_editor) register_llm_as_a_judge_editor() (in module nat.experimental.test_time_compute.editing.llm_as_a_judge_editor) register_llm_based_agent_output_selector() (in module nat.experimental.test_time_compute.selection.llm_based_agent_output_selector) register_llm_based_agent_scorer() (in module nat.experimental.test_time_compute.scoring.llm_based_agent_scorer) register_llm_based_output_merging_selector() (in module nat.experimental.test_time_compute.selection.llm_based_output_merging_selector) register_llm_based_plan_scorer() (in module nat.experimental.test_time_compute.scoring.llm_based_plan_scorer) register_llm_based_plan_selection() (in module nat.experimental.test_time_compute.selection.llm_based_plan_selector) register_llm_client() (in module nat.cli.register_workflow) (TypeRegistry method) register_llm_provider() (in module nat.cli.register_workflow) (TypeRegistry method) register_logging_method() (in module nat.cli.register_workflow) (TypeRegistry method) register_mcp_front_end() (in module nat.front_ends.mcp.register) register_memory() (in module nat.cli.register_workflow) (TypeRegistry method) register_motivation_aware_scorer() (in module nat.experimental.test_time_compute.scoring.motivation_aware_scorer) register_multi_llm_planner() (in module nat.experimental.test_time_compute.search.multi_llm_planner) register_multi_query_retrieval_search() (in module nat.experimental.test_time_compute.editing.motivation_aware_summarization) (in module nat.experimental.test_time_compute.search.multi_query_retrieval_search) register_object_store() (in module nat.cli.register_workflow) (TypeRegistry method) register_object_store_commands() (in module nat.cli.commands.object_store.object_store) register_package() (TypeRegistry method) register_ragas_evaluator() (in module nat.eval.rag_evaluator.register) register_registry_handler() (in module nat.cli.register_workflow) (TypeRegistry method) register_retriever_client() (in module nat.cli.register_workflow) (TypeRegistry method) register_retriever_provider() (in module nat.cli.register_workflow) (TypeRegistry method) register_schema (in module nat.plugins.data_flywheel.observability.schema.schema_registry) register_single_shot_multi_plan_planner() (in module nat.experimental.test_time_compute.search.single_shot_multi_plan_planner) register_swe_bench_evaluator() (in module nat.eval.swe_bench_evaluator.register) register_telemetry_exporter() (in module nat.cli.register_workflow) (TypeRegistry method) register_threshold_selector() (in module nat.experimental.test_time_compute.selection.threshold_selector) register_tool_wrapper() (in module nat.cli.register_workflow) (TypeRegistry method) register_trajectory_evaluator() (in module nat.eval.trajectory_evaluator.register) register_ttc_strategy() (in module nat.cli.register_workflow) (TypeRegistry method) register_ttc_tool_orchestration_function() (in module nat.experimental.test_time_compute.functions.ttc_tool_orchestration_function) register_ttc_tool_wrapper_function() (in module nat.experimental.test_time_compute.functions.ttc_tool_wrapper_function) register_tunable_rag_evaluator() (in module nat.eval.tunable_rag_evaluator.register) RegisteredAuthProviderInfo (class in nat.cli.type_registry) RegisteredEmbedderClientInfo (class in nat.cli.type_registry) RegisteredEmbedderProviderInfo (class in nat.cli.type_registry) RegisteredEvaluatorInfo (class in nat.cli.type_registry) RegisteredFrontEndInfo (class in nat.cli.type_registry) RegisteredFunctionGroupInfo (class in nat.cli.type_registry) RegisteredFunctionInfo (class in nat.cli.type_registry) RegisteredInfo (class in nat.cli.type_registry) RegisteredLLMClientInfo (class in nat.cli.type_registry) RegisteredLLMProviderInfo (class in nat.cli.type_registry) RegisteredLoggingMethod (class in nat.cli.type_registry) RegisteredMemoryInfo (class in nat.cli.type_registry) RegisteredObjectStoreInfo (class in nat.cli.type_registry) RegisteredPackage (class in nat.cli.type_registry) RegisteredRegistryHandlerInfo (class in nat.cli.type_registry) RegisteredRetrieverClientInfo (class in nat.cli.type_registry) RegisteredRetrieverProviderInfo (class in nat.cli.type_registry) RegisteredTelemetryExporter (class in nat.cli.type_registry) RegisteredToolWrapper (class in nat.cli.type_registry) RegisteredTTCStrategyInfo (class in nat.cli.type_registry) registration_url (OAuth2Endpoints attribute) registry_command() (in module nat.cli.commands.registry.registry) REGISTRY_HANDLER (ComponentEnum attribute) (PluginTypes attribute) RegistryHandlerBaseConfig (class in nat.data_models.registry_handler) RegistryHandlerBaseConfigT (in module nat.data_models.registry_handler) RegistryHandlerBuildCallableT (in module nat.cli.type_registry)

RegistryHandlerRegisteredCallableT (in module nat.cli.type_registry) reinstall_command() (in module nat.cli.commands.workflow.workflow_commands) release() (TqdmPositionRegistry class method) reload (FastApiFrontEndConfig attribute) remote_dir (EvalOutputConfig attribute) remote_file_path (EvalDatasetBaseConfig attribute) remote_path (GithubCommitCodeModel attribute) REMOVE (ActionEnum attribute) remove() (AbstractRegistryHandler method) (in module nat.cli.commands.configure.channel.remove) (in module nat.cli.commands.registry.remove) (LocalRegistryHandler method) (PypiRegistryHandler method) (RestRegistryHandler method) remove_artifact() (in module nat.cli.commands.registry.remove) remove_channel() (in module nat.utils.settings.global_settings) remove_channel_interactive() (in module nat.utils.settings.global_settings) remove_exporter() (ExporterManager method) remove_items() (Mem0Editor method) (MemoryEditor method) (RedisEditor method) (ZepEditor method) remove_outliers (FitConfig attribute) remove_processor() (ProcessingExporter method) remove_r1_think_tags() (in module nat.utils.io.model_processing) remove_route (RestRegistryHandlerConfig attribute) RemoveResponse (class in nat.registry_handlers.schemas.remove) repo (SWEBenchInput attribute) repo_name (GithubGroupConfig attribute) reps (DatasetHandler attribute) (EvaluateRequest attribute) (EvaluationRunConfig attribute) reps_per_param_set (OptimizerConfig attribute) Request (class in nat.data_models.api_server) request (DFWESRecord attribute), [1] RequestAttributes (class in nat.runtime.user_metadata) RequestAttributesTool (class in nat.tool.server_tools) RequestHeaders (class in nat.registry_handlers.schemas.headers) RequestTool (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) required (FunctionParameters attribute) (HumanPromptText attribute) (ToolParameters attribute) RERANKER (SpanKind attribute) reset_configuration_directory() (Settings method) reset_for_copy() (IsolatedAttribute method) reset_pipeline() (ProcessingExporter method) resolve_extras_to_packages() (in module nat.registry_handlers.package_utils) resolve_message_type_by_data() (MessageValidator method) resolve_type() (in module nat.plugins.adk.tool_wrapper) (in module nat.plugins.semantic_kernel.tool_wrapper) resource (_SharedObjects attribute) (OtelSpan property) resource_attributes (LangfuseTelemetryExporter attribute) (LangsmithTelemetryExporter attribute) (OtelCollectorTelemetryExporter attribute) (PatronusTelemetryExporter attribute) ResourceConflictError ResourceConflictMixin (class in nat.observability.mixin.resource_conflict_mixin) Response (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) response (DFWESRecord attribute), [1] response_format (ChatRequest attribute) RESPONSE_MESSAGE (WebSocketMessageType attribute) response_metadata (OpenAIMessage attribute) response_time_ms (MCPPingResult attribute) ResponseBaseModelIntermediate (class in nat.data_models.api_server) ResponseBaseModelOutput (class in nat.data_models.api_server) ResponseChoice (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) ResponseHeaders (class in nat.registry_handlers.schemas.headers) ResponseIntermediateStep (class in nat.data_models.api_server) ResponseMessage (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) ResponsePayloadOutput (class in nat.data_models.api_server) ResponseSerializable (class in nat.data_models.api_server) rest_search_handler() (in module nat.registry_handlers.rest.register_rest) RestRegistryHandler (class in nat.registry_handlers.rest.rest_handler) RestRegistryHandlerConfig (class in nat.registry_handlers.rest.register_rest) result (ReWOOGraphState attribute) result() (Runner method) result_json_path (EvaluationRunConfig attribute) (OptimizerRunConfig attribute) result_stream() (Runner method) result_with_steps() (Workflow method) results (RetrieverOutput attribute) (SearchResponse attribute) retrieve() (InMemoryTokenStorage method) (MemoryReader method) (ObjectStoreTokenStorage method) (TokenStorageBase method) Retriever (class in nat.retriever.interface) retriever (RetrieverConfig attribute) RETRIEVER (SpanKind attribute) RETRIEVER_CLIENT (ComponentEnum attribute) retriever_output_to_dict() (in module nat.retriever.models) retriever_output_to_str() (in module nat.retriever.models) RETRIEVER_PROVIDER (ComponentEnum attribute) retriever_tool() (in module nat.tool.retriever) RetrieverBaseConfig (class in nat.data_models.retriever) RetrieverBaseConfigT (in module nat.data_models.retriever) RetrieverClientBuildCallableT (in module nat.cli.type_registry) RetrieverClientRegisteredCallableT (in module nat.cli.type_registry) RetrieverConfig (class in nat.tool.retriever) RetrieverError RetrieverOutput (class in nat.retriever.models) RetrieverPayload (class in nat.retriever.nemo_retriever.retriever) RetrieverProviderBuildCallableT (in module nat.cli.type_registry) RetrieverProviderInfo (class in nat.builder.retriever) RetrieverProviderRegisteredCallableT (in module nat.cli.type_registry) RetrieverRef (class in nat.data_models.component_ref) RETRIEVERS (ComponentGroup attribute) retrievers (Config attribute) (FunctionDependencies attribute) (Workflow attribute) retry_agent_response_parsing_errors (ReActAgentWorkflowConfig attribute) retry_on_errors (RetryMixin attribute) retry_on_status_codes (RetryMixin attribute) RetryMixin (class in nat.data_models.retry_mixin) return_direct (ToolCallAgentGraph attribute) (ToolCallAgentWorkflowConfig attribute) reviewers (GithubCreatePullModel attribute) rewoo_agent_workflow() (in module nat.agent.rewoo_agent.register) ReWOOAgentGraph (class in nat.agent.rewoo_agent.agent) ReWOOAgentWorkflowConfig (class in nat.agent.rewoo_agent.register) ReWOOEvidence (class in nat.agent.rewoo_agent.agent) ReWOOGraphState (class in nat.agent.rewoo_agent.agent) ReWOOPlanStep (class in nat.agent.rewoo_agent.agent) role (AssistantMessage attribute) (ChoiceDelta attribute) (ChoiceMessage attribute) (FunctionMessage attribute) (Message attribute) (ResponseMessage attribute) (SystemMessage attribute) (ToolMessage attribute) (UserMessage attribute) (UserMessages attribute) ROLE_MAP (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) root (DecomposedType property) root_path (FastApiFrontEndConfig attribute) RouteInfo (class in nat.front_ends.fastapi.fastapi_front_end_plugin_worker) router_agent_workflow() (in module nat.control_flow.router_agent.register) RouterAgentGraph (class in nat.control_flow.router_agent.agent) RouterAgentGraphState (class in nat.control_flow.router_agent.agent) RouterAgentWorkflowConfig (class in nat.control_flow.router_agent.register) run() (CalcRunner method) (FastApiFrontEndPlugin method) (FrontEndBase method) (MCPFrontEndPlugin method) (ProfilerRunner method) (SessionManager method) (SimpleFrontEndPluginBase method) (WebSocketMessageHandler method) (Workflow method) run_all() (MultiEvaluationRunner method) run_and_evaluate() (EvaluationRun method) (in module nat.cli.commands.evaluate) run_cli() (in module nat.cli.main) run_cli_aiq_compat() (in module nat.cli.main) run_custom_scripts() (OutputUploader method) run_evaluators() (EvaluationRun method) run_id (SweBenchEvaluator attribute) (SweBenchEvaluatorConfig attribute) run_inline (LangchainProfilerHandler attribute) run_offline() (CalcRunner method) run_online() (CalcRunner method) run_optimizer() (in module nat.cli.commands.optimize) run_optimizer_callback() (in module nat.cli.commands.optimize) run_prefixspan() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) run_single_evaluation() (MultiEvaluationRunner method) run_single_evaluator() (EvaluationRun method) run_workflow() (ConsoleFrontEndPlugin method) (SimpleFrontEndPluginBase method) run_workflow_local() (EvaluationRun method) run_workflow_remote() (EvaluationRemoteWorkflowHandler method) (EvaluationRun method) run_workflow_remote_single() (EvaluationRemoteWorkflowHandler method) run_workflow_remote_with_limits() (EvaluationRemoteWorkflowHandler method) runnable_with_retries() (in module nat.eval.tunable_rag_evaluator.evaluate) Runner (class in nat.runtime.runner) runner_class (FastApiFrontEndConfig attribute) (MCPFrontEndConfig attribute) RunnerState (class in nat.runtime.runner) RUNNING (JobStatus attribute) (RunnerState attribute) runtime (UsageStatsItem attribute) RUNTIME_COLOR (PlotConfig attribute)

S

s3 (EvalDatasetBaseConfig attribute) (EvalOutputConfig attribute) s3_client (DatasetDownloader property) s3_config (DatasetDownloader property) (OutputUploader property) s3_object_store_client() (in module nat.plugins.s3.object_store) S3ObjectStore (class in nat.plugins.s3.s3_object_store) S3ObjectStoreClientConfig (class in nat.plugins.s3.object_store) Sandbox (class in nat.tool.code_execution.code_sandbox) sandbox_config() (TestCodeExecutionSandbox method) sandbox_type (CodeExecutionToolConfig attribute) save_gantt_chart() (in module nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) save_search_results() (AbstractRegistryHandler static method) scheduler_address (FastApiFrontEndConfig attribute) schema_exception_handler() (in module nat.utils.exception_handlers.schemas) schema_type (WebSocketUserMessage attribute) schema_version (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) SchemaRegistry (class in nat.plugins.data_flywheel.observability.schema.schema_registry) scheme (BearerTokenCred attribute) scopes (BearerTokenValidator attribute) (MCPOAuth2ProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Endpoints attribute) (OAuth2ResourceServerConfig attribute) (TokenValidationResult attribute) score (EvalOutputItem attribute) (TTCItem attribute) score_single() (LLMBasedAgentScorer method) (LLMBasedPlanScorer method) scorer (ExecuteScoreSelectFunctionConfig attribute) (PlanSelectExecuteFunctionConfig attribute) SCORING (StageTypeEnum attribute) scoring_llm (LLMBasedAgentScoringConfig attribute) (LLMBasedPlanScoringConfig attribute) (MotivationAwareScoringConfig attribute) scoring_strategy (TTCToolOrchestrationFunctionConfig attribute) scoring_template (LLMBasedAgentScoringConfig attribute) (LLMBasedPlanScoringConfig attribute) (MotivationAwareScoringConfig attribute) script (EvalCustomScriptConfig attribute) SEARCH (ActionEnum attribute) (StageTypeEnum attribute) search() (AbstractRegistryHandler method) (in module nat.cli.commands.registry.search) (LocalRegistryHandler method) (Mem0Editor method) (MemoryEditor method) (MilvusRetriever method) (NemoRetriever method) (PypiRegistryHandler method) (RedisEditor method) (RestRegistryHandler method) (Retriever method) (ZepEditor method) search_artifacts() (in module nat.cli.commands.info.list_components) (in module nat.cli.commands.registry.search) search_fields (LocalRegistryHandler attribute) search_params (MilvusRetrieverConfig attribute) search_route (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) search_space (OptimizableMixin attribute) search_strategy (TTCToolOrchestrationFunctionConfig attribute) SearchFields (class in nat.registry_handlers.schemas.search) SearchMemoryInput (class in nat.memory.models) SearchQuery (class in nat.registry_handlers.schemas.search) SearchResponse (class in nat.registry_handlers.schemas.search) SearchResponseItem (class in nat.registry_handlers.schemas.search) SearchSpace (class in nat.data_models.optimizable) seconds_between_calls (IntermediatePropertyAdaptor property) (UsageInfo attribute) secret_key (CatalystTelemetryExporter attribute) (EvalS3Config attribute) (LangfuseTelemetryExporter attribute) (S3ObjectStoreClientConfig attribute) SECRET_KEY_ENV (S3ObjectStoreClientConfig attribute) Security (class in nat.data_models.api_server) security (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) seed (AzureOpenAIModelConfig attribute) (ChatRequest attribute) (LiteLlmModelConfig attribute) (OpenAIModelConfig attribute) selected_option (HumanResponseBinary attribute) (HumanResponseCheckbox attribute) (HumanResponseDropdown attribute) (HumanResponseRadio attribute) SELECTION (StageTypeEnum attribute) selection_llm (LLMBasedAgentOutputSelectionConfig attribute) (LLMBasedOutputMergingConfig attribute) (LLMBasedPlanSelectionConfig attribute) selection_strategy (TTCToolOrchestrationFunctionConfig attribute) selection_template (LLMBasedAgentOutputSelectionConfig attribute) (LLMBasedOutputMergingConfig attribute) (LLMBasedPlanSelectionConfig attribute) selector (ExecuteScoreSelectFunctionConfig attribute) (PlanSelectExecuteFunctionConfig attribute) self_time (NodeMetrics attribute) SEMANTIC_KERNEL (LLMFrameworkEnum attribute) semantic_kernel_tool_wrapper() (in module nat.plugins.semantic_kernel.tool_wrapper) SemanticKernelPatchMethod (class in nat.profiler.callbacks.semantic_kernel_callback_handler) SemanticKernelProfilerHandler (class in nat.profiler.callbacks.semantic_kernel_callback_handler) semaphore (BaseEvaluator attribute) (EvaluationRemoteWorkflowHandler attribute) sequential_execution() (in module nat.control_flow.sequential_executor) SequentialExecutorConfig (class in nat.control_flow.sequential_executor) serialize_created() (ChatResponse method) (ChatResponseChunk method) serialize_embedders() (FunctionDependencies method) serialize_function_groups() (FunctionDependencies method) serialize_functions() (FunctionDependencies method) serialize_intermediate_steps() (IntermediateStepAdapter method) serialize_llms() (FunctionDependencies method) serialize_memory_clients() (FunctionDependencies method) serialize_object_stores() (FunctionDependencies method) serialize_retrievers() (FunctionDependencies method) SerializeMixin (class in nat.observability.mixin.serialize_mixin) serp_api_tool() (in module nat.plugins.agno.tools.serp_api_tool) SerpApiToolConfig (class in nat.plugins.agno.tools.serp_api_tool) server (MCPClientConfig attribute) server_auth (MCPFrontEndConfig attribute) server_name (MCPBaseClient property) (MCPSSEClient property) (MCPStdioClient property) (MCPStreamableHTTPClient property) server_url (MCPOAuth2ProviderConfig attribute) service_tier (ChatRequest attribute) (ChatResponse attribute) (ChatResponseChunk attribute) session (S3ObjectStore attribute) session() (JobStore method) (SessionManager method) session_aware_tools (MCPClientConfig attribute) session_count (MCPFunctionGroup property) session_idle_timeout (MCPClientConfig attribute) session_limit (MCPFunctionGroup property) SessionData (class in nat.plugins.mcp.client_impl) SessionManager (class in nat.runtime.session) set() (AsyncDictionary method) set_attribute() (DummySpan method) (OtelSpan method) (Span method) set_attributes() (OtelSpan method) set_call_stack (WeaveEvalTraceContext attribute) set_configuration_directory() (Settings method) set_cors_config() (FastApiFrontEndPluginWorkerBase method) set_default_context() (Span class method) set_description() (MCPToolClient method) set_done_callback() (BatchingProcessor method) (CallbackProcessor method) set_eval_call() (EvalTraceContext method) set_filter_fn() (FunctionGroup method) set_flow_handler() (WebSocketMessageHandler method) set_framework_profiler_handler() (in module nat.profiler.decorators.framework_wrapper) set_instance_name() (FunctionGroup method) set_metadata_from_http_request() (SessionManager method) set_metadata_from_websocket() (SessionManager method) set_output() (ActiveFunctionContextManager method) set_override() (LayeredConfig method) set_per_function_filter_fn() (FunctionGroup method) set_pipeline_type() (StrategyBase method) set_redaction_result() (RedactionManager method) set_resource() (OtelSpan method) set_status() (OtelSpan method) set_strict() (AsyncDictionary method) set_tracer_provider() (DummyTrace static method) set_user_auth_callback() (MCPBaseClient method) set_workflow() (Builder method) (ChildBuilder method) (WorkflowBuilder method) SetBatchFilterProcessor (class in nat.observability.processor.falsy_batch_filter_processor) Settings (class in nat.settings.global_settings) setup_environment() (in module nat.tool.code_execution.test_code_execution_sandbox) setup_logging() (in module nat.cli.entrypoint) setup_reps() (DatasetHandler method) should_redact() (ContextualRedactionProcessor method) (RedactionProcessor method) shutdown() (BatchingProcessor method) (DummyBatchSpanProcessor static method) (DummySpanExporter static method) shutdown_timeout (BatchConfigMixin attribute) SIMPLE_DPI (PlotConfig attribute) SIMPLE_FIGSIZE (PlotConfig attribute) SIMPLE_LINEWIDTH (PlotConfig attribute) SimpleBottleneckReport (class in nat.profiler.inference_optimization.data_models) SimpleFrontEndPluginBase (class in nat.front_ends.simple_base.simple_front_end_plugin_base) SimpleMetricsHolder (class in nat.profiler.profile_runner) SimpleOperationStats (class in nat.profiler.inference_optimization.data_models) since (GithubGetIssueModel attribute) single_fn (FunctionInfo attribute) single_output_class (FunctionBase property) single_output_schema (FunctionBase property) (FunctionInfo attribute) single_output_type (FunctionBase property) (FunctionInfo attribute) (Streaming attribute) SingleCallableT (in module nat.builder.function_info) SingleOutputT (in module nat.builder.function_base) SingleShotMultiPlanConfig (class in nat.experimental.test_time_compute.models.search_config) SingleShotMultiPlanPlanner (class in nat.experimental.test_time_compute.search.single_shot_multi_plan_planner) Singleton (class in nat.builder.context) sizing() (in module nat.cli.commands.sizing.sizing) sizing_metrics (CalcData attribute) SizingMetricPerItem (class in nat.profiler.calc.data_models) SizingMetrics (class in nat.profiler.calc.data_models) SizingMetricsAlerts (class in nat.profiler.calc.data_models) skip (RagasMetricConfig attribute) skip_completed_entries (EvaluationRunConfig attribute) skip_workflow (EvaluationRunConfig attribute)

SLA_ALPHA (PlotConfig attribute) SLA_COLOR (PlotConfig attribute) slope (LinearFitResult attribute) small_concurrency_range_threshold (FitConfig attribute) SMS (MultipleChoiceOptionType attribute) solver_node() (ReWOOAgentGraph method) solver_prompt (ReWOOAgentGraph attribute) (ReWOOAgentWorkflowConfig attribute) SOLVER_SYSTEM_PROMPT (in module nat.agent.rewoo_agent.prompt) SOLVER_USER_PROMPT (in module nat.agent.rewoo_agent.prompt) source (EnvConfigValue property) (TraceContainer attribute) source_branch (GithubCreatePullModel attribute) Span (class in nat.data_models.span) SPAN (IntermediateStepCategory attribute) (SpanKind attribute) span (TraceContainer attribute) SPAN_CHUNK (IntermediateStepType attribute) SPAN_END (IntermediateStepType attribute) span_event_timestamp (IntermediateStep property) (IntermediateStepPayload attribute) SPAN_EVENT_TYPE_TO_SPAN_KIND_MAP (in module nat.plugins.opentelemetry.span_converter) span_id (OtelSpan property) (SpanContext attribute) span_inputs (TraceMetadata attribute) span_outputs (TraceMetadata attribute) SPAN_START (IntermediateStepType attribute) span_to_dfw_record() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion) (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.span_to_dfw) SpanAttributes (class in nat.data_models.span) SpanContext (class in nat.data_models.span) SpanEvent (class in nat.data_models.span) SpanExporter (class in nat.observability.exporter.span_exporter) SpanHeaderRedactionProcessor (class in nat.observability.processor.redaction) (class in nat.observability.processor.redaction.span_header_redaction_processor) SpanKind (class in nat.data_models.span) SpanStatus (class in nat.data_models.span) SpanStatusCode (class in nat.data_models.span) SpanTaggingProcessor (class in nat.observability.processor.span_tagging_processor) SpanToDFWRecordProcessor (class in nat.plugins.data_flywheel.observability.processor) (class in nat.plugins.data_flywheel.observability.processor.dfw_record_processor) SpanToOtelProcessor (class in nat.plugins.opentelemetry.otel_span_exporter) spike_intervals (ConcurrencyAnalysisResult attribute) spike_threshold (ConcurrencyAnalysisResult attribute) (ConcurrencySpikeConfig attribute) SSL (MCPErrorCategory attribute) stage_type() (BestOfNSelector method) (IterativePlanRefinementEditor method) (LLMAsAJudgeEditor method) (LLMBasedAgentOutputSelector method) (LLMBasedAgentScorer method) (LLMBasedOutputMergingSelector method) (LLMBasedPlanScorer method) (LLMBasedPlanSelector method) (MotivationAwareScorer method) (MotivationAwareSummarization method) (MultiLLMPlanner method) (MultiQueryRetrievalSearch method) (SingleShotMultiPlanPlanner method) (StrategyBase method) (ThresholdSelector method) StageTypeEnum (class in nat.experimental.test_time_compute.models.stage_enums) START (IntermediateStepState attribute) start() (BaseExporter method) (Exporter method) (ExporterManager method) start_command() (in module nat.cli.commands.start) start_server() (_FastApiFrontEndController method) start_span() (DummyTracer method) start_time (CallNode attribute) (ConcurrencySpikeInfo attribute) (NodeMetrics attribute) (OtelSpan property) (PrefixCallNode attribute) (Span attribute) start_trace() (LlamaIndexProfilerHandler method) start_ts (_CallTiming attribute) StartCommandGroup (class in nat.cli.commands.start) state (GithubGetIssueModel attribute) (GithubGetPullsModel attribute) (GithubUpdateIssueModel attribute) state_reason (GithubUpdateIssueModel attribute) static_full_type() (TypedBaseModel class method) static_type() (TypedBaseModel class method) stats (SimpleBottleneckReport attribute) STATS_BOX_ALPHA (PlotConfig attribute) STATS_BOX_COLOR (PlotConfig attribute) STATS_BOX_PAD (PlotConfig attribute) STATS_FONTSIZE (PlotConfig attribute) STATS_X_POS (PlotConfig attribute) STATS_Y_POS (PlotConfig attribute) status (BaseAsyncResponse attribute) (BaseAsyncStatusResponse attribute) (DiscoveryMetadata attribute) (InteractionBase attribute) (JobInfo attribute) (MCPPingResult attribute) (OtelSpan property) (PublishResponse attribute) (PullResponse attribute) (RemoveResponse attribute) (SearchResponse attribute) (Span attribute) (StatusMessage attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) StatusEnum (class in nat.registry_handlers.schemas.status) StatusMessage (class in nat.registry_handlers.schemas.status) stderr (CodeExecutionResult attribute) stdout (CodeExecutionResult attribute) step (SearchSpace attribute) step_adaptor (FastApiFrontEndConfig attribute) step_id (OpenStep attribute) step_manager (ADKProfilerHandler attribute) (AgnoProfilerHandler attribute) (CrewAIProfilerHandler attribute) (LangchainProfilerHandler attribute) (LlamaIndexProfilerHandler attribute) (SemanticKernelProfilerHandler attribute) step_name (OpenStep attribute) step_parent_id (OpenStep attribute) step_type (OpenStep attribute) StepAdaptor (class in nat.front_ends.fastapi.step_adaptor) StepAdaptorConfig (class in nat.data_models.step_adaptor) StepAdaptorMode (class in nat.data_models.step_adaptor) steps (ReWOOGraphState attribute) STOP (FinishReason attribute) stop() (BaseExporter method) (Exporter method) (ExporterManager method) stop_event (SessionData attribute) stop_server() (_FastApiFrontEndController method) store() (InMemoryTokenStorage method) (ObjectStoreTokenStorage method) (TokenStorageBase method) STORE_CONFIGS (in module nat.cli.commands.object_store.object_store) StrategyBase (class in nat.experimental.test_time_compute.models.strategy_base) stream (ChatRequest attribute) stream_fn (FunctionInfo attribute) stream_options (ChatRequest attribute) stream_output_schema (FunctionInfo attribute) stream_output_type (FunctionInfo attribute) StreamCallableT (in module nat.builder.function_info) StreamEventData (class in nat.data_models.intermediate_step) Streaming (class in nat.data_models.streaming) streaming_output_class (FunctionBase property) streaming_output_schema (FunctionBase property) streaming_output_type (FunctionBase property) StreamingOutputT (in module nat.builder.function_base) strict (ToolParameters attribute) StrPath (in module nat.utils.type_utils) structure (EvalDatasetBaseConfig attribute) subclass_depth() (in module nat.data_models.common) Subject (class in nat.utils.reactive.subject) subject (TokenValidationResult attribute) SubjectBase (class in nat.utils.reactive.base.subject_base) submit_job() (JobStore method) SUBMITTED (JobStatus attribute) subscribe() (IntermediateStepManager method) (Observable method) (ObservableBase method) (SubjectBase method) Subscription (class in nat.utils.reactive.subscription) subtree_time (NodeMetrics attribute) SUCCESS (DiscoveryStatusEnum attribute) (JobStatus attribute) (StatusEnum attribute) successful_requests (LangchainProfilerHandler attribute) suggest() (SearchSpace method) suggestions (MCPError attribute) summarize() (MemoryManager method) summary (SimpleBottleneckReport attribute) supported (GatedFieldMixinConfig attribute) supported_pipeline_types() (BestOfNSelector method) (IterativePlanRefinementEditor method) (LLMAsAJudgeEditor method) (LLMBasedAgentOutputSelector method) (LLMBasedAgentScorer method) (LLMBasedOutputMergingSelector method) (LLMBasedPlanScorer method) (LLMBasedPlanSelector method) (MotivationAwareScorer method) (MotivationAwareSummarization method) (MultiLLMPlanner method) (MultiQueryRetrievalSearch method) (SingleShotMultiPlanPlanner method) (StrategyBase method) (ThresholdSelector method) SweBenchEvaluator (class in nat.eval.swe_bench_evaluator.evaluate) SweBenchEvaluatorConfig (class in nat.eval.swe_bench_evaluator.register) SWEBenchInput (class in nat.data_models.swe_bench_model) SWEBenchOutput (class in nat.data_models.swe_bench_model) SYSTEM (UserMessageContentRoleType attribute) system_fingerprint (ChatResponse attribute) (ChatResponseChunk attribute) SYSTEM_INTERACTION_MESSAGE (WebSocketMessageType attribute) system_objective (PromptOptimizerConfig attribute) (PromptRecombinerConfig attribute) system_prompt (BaseThinkingInjector attribute) (ChatCompletionConfig attribute) SYSTEM_PROMPT (in module nat.agent.react_agent.prompt) (in module nat.control_flow.router_agent.prompt) system_prompt (ReActAgentWorkflowConfig attribute) (RouterAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) SystemIntermediateStepContent (class in nat.data_models.api_server) SystemMessage (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) SystemResponseContent (class in nat.data_models.api_server)

T

T (in module nat.data_models.optimizable) (in module nat.observability.processor.batching_processor) (in module nat.plugins.data_flywheel.observability.schema.schema_registry) (in module nat.utils.exception_handlers.automatic_retries) (in module nat.utils.reactive.base.subject_base) (in module nat.utils.reactive.subject) TagMappingT (in module nat.observability.mixin.tagging_config_mixin) tags (BaseTaggingConfigMixin attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (MemoryItem attribute) (SpanTaggingProcessor attribute) target (OptimizerConfig attribute) target_branch (GithubCreatePullModel attribute) target_llm_latency (CalcRunner property) target_llm_latency_p95 (CalcRunnerConfig attribute) target_users (CalcRunner property) (CalcRunnerConfig attribute) target_wf_runtime (CalcRunner property) target_workflow_runtime_p95 (CalcRunnerConfig attribute) TASK (IntermediateStepCategory attribute) task (ReWOOGraphState attribute) TASK (SpanKind attribute) task_description (ToolUseInputSchema attribute) TASK_END (IntermediateStepType attribute) TASK_START (IntermediateStepType attribute) tavily_internet_search() (in module nat.plugins.langchain.tools.tavily_internet_search) TavilyInternetSearchToolConfig (class in nat.plugins.langchain.tools.tavily_internet_search) TeleExporterRegisteredCallableT (in module nat.cli.type_registry) telemetry (GeneralConfig attribute) telemetry_exporters (Workflow attribute) telemetry_optional_import() (in module nat.utils.optional_imports) TelemetryConfig (class in nat.data_models.config) TelemetryExporterBaseConfig (class in nat.data_models.telemetry_exporter) TelemetryExporterBuildCallableT (in module nat.cli.type_registry) TelemetryExporterConfigT (in module nat.data_models.telemetry_exporter) TelemetryOptionalImportError temperature (ChatRequest attribute) (ESRequest attribute) (TemperatureMixin attribute) TemperatureMixin (class in nat.data_models.temperature_mixin) test_basic_arithmetic() (TestCodeExecutionSandbox method) test_file_operations() (TestCodeExecutionSandbox method) test_file_persistence_create() (TestCodeExecutionSandbox method) test_file_persistence_read() (TestCodeExecutionSandbox method) test_gpu_count (CalcRunner property) (CalcRunnerConfig attribute) test_import_error_handling() (TestCodeExecutionSandbox method) test_invalid_json() (TestCodeExecutionSandbox method) test_json_operations() (TestCodeExecutionSandbox method) test_long_running_code() (TestCodeExecutionSandbox method) test_missing_generated_code_field() (TestCodeExecutionSandbox method) test_missing_timeout_field() (TestCodeExecutionSandbox method) test_mixed_output() (TestCodeExecutionSandbox method) test_non_json_request() (TestCodeExecutionSandbox method) test_numpy_operations() (TestCodeExecutionSandbox method) test_pandas_operations() (TestCodeExecutionSandbox method) test_patch (SWEBenchInput attribute) test_plotly_import() (TestCodeExecutionSandbox method) test_runtime_error_handling() (TestCodeExecutionSandbox method) test_simple_print() (TestCodeExecutionSandbox method) test_syntax_error_handling() (TestCodeExecutionSandbox method) test_timeout_too_low() (TestCodeExecutionSandbox method) TestCodeExecutionSandbox (class in nat.tool.code_execution.test_code_execution_sandbox) TEXT (ChatContentType attribute) text (HumanPromptBase attribute) TEXT (HumanPromptModelType attribute) text (HumanResponseNotification attribute) (HumanResponseText attribute) TEXT (MimeTypes attribute), [1] text (SystemResponseContent attribute) (TextContent attribute) TextContent (class in nat.data_models.api_server) textual_report (ConcurrencyAnalysisResult attribute) (NestedCallProfilingResult attribute) (PrefixSpanSubworkflowResult attribute) thinking (ThinkingMixin attribute) thinking_system_prompt (ThinkingMixin property) ThinkingMixin (class in nat.data_models.thinking_mixin) thread_id (InteractionBase attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) threshold (ThresholdSelectionConfig attribute) ThresholdSelectionConfig (class in nat.experimental.test_time_compute.models.selection_config) ThresholdSelector (class in nat.experimental.test_time_compute.selection.threshold_selector) throughput_estimate_confidence_interval (SimpleMetricsHolder attribute) TIME_CREATED (JobEvictionPolicy attribute) TIME_MODIFIED (JobEvictionPolicy attribute) timeline_segments (ConcurrencyDistribution attribute) timeout (BearerTokenValidator attribute) TIMEOUT (CodeExecutionStatus attribute) timeout (CodeExecutionToolConfig attribute) (GithubFilesGroupConfig attribute) (GithubGroupConfig attribute) TIMEOUT (MCPErrorCategory attribute) timeout (MilvusDocumentSearchToolConfig attribute) (NemoRetriever attribute) (NemoRetrieverConfig attribute) (NVIDIARAGToolConfig attribute) (ZepMemoryClientConfig attribute) timestamp (DFWESRecord attribute), [1] (InteractionBase attribute) (SpanEvent attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) title (GithubCreateIssueModel attribute) (GithubCreatePullModel attribute) (GithubUpdateIssueModel attribute) TITLE_FONTSIZE (PlotConfig attribute) TITLE_FONTWEIGHT (PlotConfig attribute) title_prefix (ParetoVisualizer attribute) to_dict() (CommonPrefixesOutput method) (LLMUniquenessMetricsByLLM method) to_json() (OtelSpan method) token (BearerTokenCred attribute) (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) (Security attribute) token_endpoint_auth_method (MCPOAuth2ProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) token_expires_at (AuthResult attribute) token_storage_object_store (MCPOAuth2ProviderConfig attribute) token_type (TokenValidationResult attribute) token_uniqueness (InferenceOptimizationHolder attribute) token_uniqueness_forecast (ProfilerConfig attribute) token_url (_FlowState attribute) (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Endpoints attribute) token_usage (IntermediatePropertyAdaptor property) (UsageInfo attribute) token_usage_forecast (ProfilerConfig attribute) TokenStorageBase (class in nat.plugins.mcp.auth.token_storage) TokenUsageBaseModel (class in nat.profiler.callbacks.token_usage_base_model) TokenValidationResult (class in nat.data_models.authentication) toml_dependencies (WheelData attribute) toml_nat_packages (WheelData attribute) toml_project (WheelData attribute) TOOL (AgentDecision attribute) (IntermediateStepCategory attribute) tool (ReWOOEvidence attribute) TOOL (SpanKind attribute) tool_call_id (OpenAIMessage attribute) (ToolMessage attribute) TOOL_CALL_LOG_MESSAGE (in module nat.agent.base) tool_call_max_retries (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute) (ReWOOAgentGraph attribute) (ReWOOAgentWorkflowConfig attribute) tool_call_timeout (MCPClientConfig attribute) tool_caller (ToolCallAgentGraph attribute) tool_calling_agent_workflow() (in module nat.agent.tool_calling_agent.register) tool_calls (AssistantMessage attribute) TOOL_CALLS (FinishReason attribute)

tool_calls (ResponseMessage attribute) tool_choice (ChatRequest attribute) tool_conditional_edge() (ToolCallAgentGraph method) tool_description (TTCToolWrapperFunctionConfig attribute) TOOL_END (IntermediateStepType attribute) tool_execution_config (SequentialExecutorConfig attribute) tool_info (TraceMetadata attribute) tool_input (IntermediatePropertyAdaptor property) (ReWOOEvidence attribute) tool_inputs (TraceMetadata attribute) tool_list (SequentialExecutorConfig attribute) tool_name (DataFrameRow attribute) (IntermediatePropertyAdaptor property) (ToolUseInputSchema attribute) tool_names (MCPFrontEndConfig attribute) (ReActAgentWorkflowConfig attribute) (ReWOOAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) tool_node() (DualNodeAgent method) (ReActAgentGraph method) (ToolCallAgentGraph method) TOOL_NOT_FOUND (MCPErrorCategory attribute) TOOL_NOT_FOUND_ERROR_MESSAGE (in module nat.agent.base) tool_output (IntermediatePropertyAdaptor property) tool_outputs (ConcurrencyCallNode attribute) (TraceMetadata attribute) tool_overrides (MCPClientConfig attribute) tool_responses (ReActGraphState attribute) TOOL_START (IntermediateStepType attribute) TOOL_USE (PipelineTypeEnum attribute) TOOL_WRAPPER (ComponentEnum attribute) ToolCall (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) ToolCallAgentGraph (class in nat.agent.tool_calling_agent.agent) ToolCallAgentGraphState (class in nat.agent.tool_calling_agent.agent) ToolCallAgentWorkflowConfig (class in nat.agent.tool_calling_agent.register) ToolDetails (class in nat.data_models.intermediate_step) ToolExecutionConfig (class in nat.control_flow.sequential_executor) ToolMessage (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) ToolParameters (class in nat.data_models.intermediate_step) tools (BaseAgent attribute) (ChatRequest attribute) (ESRequest attribute) (ToolUselist attribute) (TrajectoryEvaluator attribute) tools_dict (ReActAgentGraph attribute) (ReWOOAgentGraph attribute) tools_schema (OpenAIMetadata attribute) (TraceMetadata attribute) ToolSchema (class in nat.data_models.intermediate_step) ToolUseInputSchema (class in nat.experimental.test_time_compute.models.tool_use_config) ToolUselist (class in nat.experimental.test_time_compute.models.tool_use_config) ToolWrapperBuildCallableT (in module nat.cli.type_registry) top_bottlenecks (NestedCallProfilingResult attribute) top_k (MilvusDocumentSearchToolConfig attribute) (MilvusRetrieverConfig attribute) (NemoRetrieverConfig attribute) (NVIDIARAGToolConfig attribute) (PrefixSpanConfig attribute) (RetrieverPayload attribute) (SearchMemoryInput attribute) (SearchQuery attribute) top_logprobs (ChatRequest attribute) top_p (ChatRequest attribute) (TopPMixin attribute) topic (RetrieverConfig attribute) TopPMixin (class in nat.data_models.top_p_mixin) total_calls (FrameworkLLMPrefixData attribute) total_runtime (SizingMetrics attribute) (UsageStats attribute) total_tokens (ConcurrencyCallNode attribute) (DataFrameRow attribute) (LangchainProfilerHandler attribute) (TokenUsageBaseModel attribute) (Usage attribute) (UsageStatsItem attribute) (UsageStatsLLM attribute) tqdm_desc (BaseEvaluator attribute) TqdmPositionRegistry (class in nat.eval.utils.tqdm_position_registry) trace_id (OtelSpan property) (SpanContext attribute) TraceAdapterRegistry (class in nat.plugins.data_flywheel.observability.processor) (class in nat.plugins.data_flywheel.observability.processor.trace_conversion) (class in nat.plugins.data_flywheel.observability.processor.trace_conversion.trace_adapter_registry) TraceContainer (class in nat.plugins.data_flywheel.observability.schema.trace_container) TraceMetadata (class in nat.data_models.intermediate_step) tracer_type (CatalystTelemetryExporter attribute) TraceSourceBase (class in nat.plugins.data_flywheel.observability.schema.trace_source_base) TRACING (ComponentEnum attribute) tracing (TelemetryConfig attribute) track_function() (in module nat.profiler.decorators.function_tracking) track_unregistered_function() (in module nat.profiler.decorators.function_tracking) train() (ModelTrainer method) traj_eval_chain (TrajectoryEvaluator attribute) trajectory (EvalInputItem attribute) trajectory_key (DatasetHandler property) (EvalDatasetStructureConfig attribute) TrajectoryEvaluator (class in nat.eval.trajectory_evaluator.evaluate) TrajectoryEvaluatorConfig (class in nat.eval.trajectory_evaluator.register) transport (MCPBaseClient property) (MCPFrontEndConfig attribute) (MCPServerConfig attribute) (MCPToolConfig attribute) TREND_ALPHA (PlotConfig attribute) TREND_COLOR (PlotConfig attribute) TREND_LINE_POINTS (PlotConfig attribute) TREND_LINESTYLE (PlotConfig attribute) TREND_LINEWIDTH (PlotConfig attribute) truncate (NIMEmbedderModelConfig attribute) truncate_session_id() (in module nat.plugins.mcp.utils) TruncationOption (in module nat.embedder.nim_embedder) try_convert() (Function method) (GlobalTypeConverter static method) (TypeConverter method) try_import_opentelemetry() (in module nat.utils.optional_imports) try_import_phoenix() (in module nat.utils.optional_imports) TTC_STRATEGIES (ComponentGroup attribute) ttc_strategies (Config attribute) (Workflow attribute) TTC_STRATEGY (ComponentEnum attribute) TTCItem (class in nat.experimental.test_time_compute.models.ttc_item) TTCStrategyBaseConfig (class in nat.data_models.ttc_strategy) TTCStrategyBaseConfigT (in module nat.data_models.ttc_strategy) TTCStrategyBuildCallableT (in module nat.cli.type_registry) TTCStrategyRef (class in nat.data_models.component_ref) TTCStrategyRegisterCallableT (in module nat.cli.type_registry) TTCToolOrchestrationFunctionConfig (class in nat.experimental.test_time_compute.functions.ttc_tool_orchestration_function) TTCToolWrapperFunctionConfig (class in nat.experimental.test_time_compute.functions.ttc_tool_wrapper_function) TunableRagEvaluator (class in nat.eval.tunable_rag_evaluator.evaluate) TunableRagEvaluatorConfig (class in nat.eval.tunable_rag_evaluator.register) type (AudioContent attribute) (DecomposedType attribute) (HumanResponseBinary attribute) (HumanResponseCheckbox attribute) (HumanResponseDropdown attribute) (HumanResponseNotification attribute) (HumanResponseRadio attribute) (HumanResponseText attribute) (ImageContent attribute) (InteractionBase attribute) (OpenAIMessage attribute) (RequestTool attribute) (ResponseIntermediateStep attribute) (TextContent attribute) (ToolSchema attribute) (TypedBaseModel attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) type_ (FunctionParameters attribute) (ToolCall attribute) (ToolParameters attribute) TypeConverter (class in nat.utils.type_converter) TypedBaseModel (class in nat.data_models.common) TypedBaseModelT (in module nat.data_models.common) TypeIntrospectionMixin (class in nat.observability.mixin.type_introspection_mixin) TypeRegistry (class in nat.cli.type_registry)

U

UNDEFINED (ComponentEnum attribute) UNINITIALIZED (RunnerState attribute) uninstall_command() (in module nat.cli.commands.uninstall) uninstall_packages() (in module nat.cli.commands.uninstall) uninstrument() (ADKProfilerHandler method) union_dependencies (WheelData attribute) UNKNOWN (MCPErrorCategory attribute) (SpanKind attribute) UNKNOWN_ERROR (ErrorTypes attribute) unregister_adapter (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.trace_adapter_registry) unregister_adapter() (TraceAdapterRegistry class method), [1], [2] unregister_all_adapters (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.trace_adapter_registry) unregister_all_adapters() (TraceAdapterRegistry class method), [1], [2] unroll_files() (in module nat.tool.code_execution.utils) UNSET (SpanStatusCode attribute) unsubscribe() (Subscription method) unsupported (GatedFieldMixinConfig attribute) update() (in module nat.cli.commands.configure.channel.update) update_channel_interactive() (in module nat.utils.settings.global_settings) update_dependency_graph() (in module nat.builder.component_utils) update_message_id (WebSocketSystemIntermediateStepMessage attribute) update_name() (OtelSpan method) update_settings() (Settings method) update_status() (JobStore method) updated_at (BaseAsyncStatusResponse attribute) (JobInfo attribute) updated_files (GithubCommitCodeModelList attribute) upload_command() (in module nat.cli.commands.object_store.object_store) upload_directory() (OutputUploader method) upload_file() (in module nat.cli.commands.object_store.object_store) upsert_object() (InMemoryObjectStore method) (MySQLObjectStore method) (ObjectStore method) (RedisObjectStore method) (S3ObjectStore method) uri (CodeExecutionToolConfig attribute) (MilvusRetrieverConfig attribute) (NemoRetrieverConfig attribute) url (ImageUrl attribute) (MCPError attribute) (MCPPingResult attribute) (MCPServerConfig attribute) (MCPSSEClient property) (MCPStreamableHTTPClient property) (MCPToolConfig attribute) (Sandbox attribute) url_join() (in module nat.utils.url_utils) url_path (Request attribute) (RequestAttributes property) url_port (Request attribute) (RequestAttributes property) url_scheme (Request attribute) (RequestAttributes property) usage (ChatResponse attribute) (ChatResponseChunk attribute) Usage (class in nat.data_models.api_server) usage (Response attribute) usage_count (SimpleOperationStats attribute)

usage_info (IntermediateStep property) (IntermediateStepPayload attribute) usage_stats (EvaluationRun attribute) (EvaluationRunOutput attribute) usage_stats_items (UsageStats attribute) usage_stats_per_llm (UsageStatsItem attribute) UsageInfo (class in nat.data_models.intermediate_step) UsageStats (class in nat.eval.usage_stats) UsageStatsItem (class in nat.eval.usage_stats) UsageStatsLLM (class in nat.eval.usage_stats) use_env (EnvConfigValue property) use_gunicorn (FastApiFrontEndConfig attribute) use_pkce (_FlowState attribute) (MCPOAuth2ProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) use_streaming (ToolExecutionConfig attribute) use_uvloop (GeneralConfig attribute) user (ChatRequest attribute) User (class in nat.data_models.api_server) USER (UserMessageContentRoleType attribute) user (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) user_auth_callback (Context property) (ContextState attribute) user_id (AuthAdapter attribute) (DeleteMemoryInput attribute) (MemoryItem attribute) (SearchMemoryInput attribute) user_input_callback (ContextState attribute) user_interaction_manager (Context property) USER_INTERACTION_MESSAGE (WebSocketMessageType attribute) user_manager (Context property) (ContextState attribute) USER_MESSAGE (WebSocketMessageType attribute) user_message_id (Context property) (ContextState attribute) USER_PROMPT (in module nat.agent.react_agent.prompt) (in module nat.control_flow.router_agent.prompt) user_prompt (RouterAgentWorkflowConfig attribute) UserContent (in module nat.data_models.api_server) UserInteractionManager (class in nat.builder.user_interaction_manager) UserManagerBase (class in nat.runtime.runner) (class in nat.runtime.session) UserManagerHolder (class in nat.builder.builder) UserMessage (class in nat.plugins.data_flywheel.observability.schema.sink.elasticsearch.dfw_es_record) UserMessageContent (class in nat.data_models.api_server) UserMessageContentRoleType (class in nat.data_models.api_server) UserMessages (class in nat.data_models.api_server) username (BasicAuthCred attribute) (DFWElasticsearchTelemetryExporter attribute) (MySQLObjectStoreClientConfig attribute) (TokenValidationResult attribute) USERNAME_ENV (MySQLObjectStoreClientConfig attribute) uuid (CallNode attribute) UUID (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute) uuid (NodeMetrics attribute) (PrefixCallNode attribute)

V

V1_0 (ContractVersion attribute), [1] V1_1 (ContractVersion attribute), [1] valid_concurrencies (CalcRunner attribute) validate_and_convert_tools() (in module nat.plugins.data_flywheel.observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) validate_auth_config() (MCPOAuth2ProviderConfig method) validate_command() (in module nat.cli.commands.validate) validate_components() (Config class method) (GeneralConfig class method) (Settings class method) (TelemetryConfig class method) validate_config() (CalcRunner method) (in module nat.cli.cli_utils.validation) validate_config_file() (EvaluateRequest class method) validate_content_by_type() (WebSocketSystemResponseTokenMessage class method) validate_custom_header_name() (APIKeyAuthProviderConfig class method) validate_custom_header_prefix() (APIKeyAuthProviderConfig class method) validate_data() (ContextualRedactionProcessor method) (SpanHeaderRedactionProcessor method), [1] validate_data_consistency() (DFWESRecord method), [1] validate_full_type() (RegisteredInfo class method) validate_input_type() (TypeIntrospectionMixin method) validate_input_value() (OpenAITraceSourceBase class method) validate_intermediate_steps() (IntermediateStepAdapter method) validate_iterative_strategies() (IterativePlanRefinementConfig method) validate_job_id() (EvaluateRequest class method) validate_llms() (MultiQueryRetrievalSearchConfig method) validate_message() (MessageValidator method) validate_metadata() (OpenAITraceSourceBase class method) validate_metric() (RagasEvaluatorConfig class method) validate_model() (ChatRequestOrMessage method) (MCPServerConfig method) (MCPToolConfig method) validate_multi_llm_strategies() (MultiLLMPlanConfig method) validate_options() (HumanPromptBinary class method) validate_output_type() (TypeIntrospectionMixin method) validate_path() (LayeredConfig method) validate_planner_prompt() (ReWOOAgentGraph static method) validate_property_limit() (FunctionParameters class method) validate_raw_key() (APIKeyAuthProviderConfig class method) validate_raw_key_after() (APIKeyAuthProviderConfig class method) validate_schema() (in module nat.utils.data_models.schema_validator) validate_scoring_llm() (MotivationAwareScoringConfig method) validate_search_space_parameters() (SearchSpace method) validate_security_configuration() (MCPFrontEndConfig method)

validate_since() (GithubGetIssueModel class method) validate_solver_prompt() (ReWOOAgentGraph static method) validate_source_via_union() (TraceContainer class method) validate_strategies() (LLMAsAJudgeEditorConfig method) (LLMBasedAgentOutputSelectionConfig method) (LLMBasedAgentScoringConfig method) (LLMBasedOutputMergingConfig method) (LLMBasedPlanScoringConfig method) (LLMBasedPlanSelectionConfig method) (SingleShotMultiPlanConfig method) validate_system_prompt() (ReActAgentGraph static method) (RouterAgentGraph static method) validate_timestamp() (InteractionBase class method) validate_transport_cli_args() (in module nat.cli.commands.mcp.mcp) validate_user_prompt() (RouterAgentGraph static method) validate_yaml() (in module nat.utils.data_models.schema_validator) value (BinaryHumanPromptOption attribute) (CookieCred attribute) (EnvConfigValue property) (GenerateResponse attribute) (HeaderCred attribute) (MultipleChoiceOption attribute) (QueryCred attribute) values (SearchSpace attribute) values() (AsyncDictionary method) vector_field (MilvusRetrieverConfig attribute) verbose (AgentBaseConfig attribute) (CodeGenerationTool attribute) (PlanSelectExecuteFunctionConfig attribute) (TTCToolWrapperFunctionConfig attribute) (WeaveTelemetryExporter attribute) verifier (_FlowState attribute) (FlowState attribute) verify() (BearerTokenValidator method) verify_token() (IntrospectionTokenVerifier method) VERSION (DiscoveryContractFieldsEnum attribute) version (DiscoveryMetadata attribute) (PackageNameVersion attribute) VERSION (SearchFields attribute) version (SearchResponseItem attribute) (SWEBenchInput attribute) VERSION (VisualizeFields attribute) visualize_search_results() (AbstractRegistryHandler static method) VisualizeFields (class in nat.registry_handlers.schemas.search)

W

wait_for_all_export_tasks_local() (EvaluationRun method) wait_for_tasks() (BaseExporter method) wait_ready() (BaseExporter method) walk_optimizables() (in module nat.profiler.parameter_optimization.optimizable_utils) weave_eval (EvaluationRun attribute) weave_telemetry_exporter() (in module nat.plugins.weave.register) WeaveEvalTraceContext (class in nat.eval.utils.eval_trace_ctx) WeaveEvaluationIntegration (class in nat.eval.utils.weave_eval) WeaveExporter (class in nat.plugins.weave.weave_exporter) WeaveTelemetryExporter (class in nat.plugins.weave.register) websocket_path (FastApiFrontEndConfig.EndpointBase attribute) WebSocketAuthenticationFlowHandler (class in nat.front_ends.fastapi.auth_flow_handlers.websocket_flow_handler) WebSocketMessageHandler (class in nat.front_ends.fastapi.message_handler) WebSocketMessageStatus (class in nat.data_models.api_server) WebSocketMessageType (class in nat.data_models.api_server) WebSocketSystemInteractionMessage (class in nat.data_models.api_server) WebSocketSystemIntermediateStepMessage (class in nat.data_models.api_server) WebSocketSystemResponseTokenMessage (class in nat.data_models.api_server) WebSocketUserInteractionResponseMessage (class in nat.data_models.api_server) WebSocketUserMessage (class in nat.data_models.api_server) weight (OptimizerMetric attribute) wf_runtime_fit (FitResults attribute) (LinearFitAnalyzer attribute) WheelData (class in nat.registry_handlers.schemas.package) whl (BuiltArtifact attribute) (PulledPackage attribute) whl_base64 (WheelData attribute) whl_name (PulledPackage attribute) whl_path (Artifact attribute) (PullPackageWhl attribute) (WheelData attribute) whl_version (WheelData attribute) wiki_search() (in module nat.plugins.langchain.tools.wikipedia_search) WikiSearchToolConfig (class in nat.plugins.langchain.tools.wikipedia_search) with_error() (CodeExecutionResponse class method) workers (FastApiFrontEndConfig attribute) Workflow (class in nat.builder.workflow)

workflow (Config attribute) (FastApiFrontEndConfig attribute) WORKFLOW (IntermediateStepCategory attribute) workflow (SessionManager property) WORKFLOW (SpanKind attribute) workflow_alias (AgentBaseConfig attribute) (EvalGeneralConfig attribute) workflow_command() (in module nat.cli.commands.workflow.workflow) WORKFLOW_END (IntermediateStepType attribute) workflow_interrupted (EvaluationRun attribute) (EvaluationRunOutput attribute) (SizingMetricsAlerts attribute) workflow_output_file (EvaluationRun attribute) (EvaluationRunOutput attribute) workflow_output_step_filter (EvalOutputConfig attribute) workflow_run_id (Context property) (ContextState attribute) workflow_run_time_confidence_intervals (SimpleMetricsHolder attribute) workflow_runtime (SizingMetricPerItem attribute) workflow_runtime_forecast (ProfilerConfig attribute) workflow_runtime_metrics (ProfilerResults attribute) workflow_runtime_p95 (SizingMetrics attribute) workflow_runtimes (InferenceOptimizationHolder attribute) WORKFLOW_START (IntermediateStepType attribute) workflow_trace_id (Context property) (ContextState attribute) WorkflowBuilder (class in nat.builder.workflow_builder) WorkflowEvalBuilder (class in nat.builder.eval_builder) WorkflowRuntimeMetrics (class in nat.profiler.inference_optimization.data_models) WorkflowSchemaType (class in nat.data_models.api_server) workload_id (DFWESRecord attribute), [1] write() (MemoryWriter method) write_json_schema() (HashableBaseModel class method) write_output (EvaluationRunConfig attribute) (ProfilerRunner attribute) write_output() (CalcRunner method) (EvaluationRun method)

X

X_API_KEY (HeaderAuthScheme attribute)

Y

yaml_dump() (in module nat.utils.io.yaml_tools) yaml_dumps() (in module nat.utils.io.yaml_tools) yaml_exception_handler() (in module nat.utils.exception_handlers.schemas)

YAML_EXTENSIONS (in module nat.front_ends.fastapi.fastapi_front_end_config) yaml_load() (in module nat.utils.io.yaml_tools) yaml_loads() (in module nat.utils.io.yaml_tools)

Z

zep_memory_client() (in module nat.plugins.zep_cloud.memory)

ZepEditor (class in nat.plugins.zep_cloud.zep_editor) ZepMemoryClientConfig (class in nat.plugins.zep_cloud.memory)