Index

_

_active_flows (ConsoleAuthenticationFlowHandler attribute) _active_instances (BaseExporter attribute) _active_isolated_exporters (ExporterManager attribute) _add_flow() (FastApiFrontEndPluginWorker method) _add_flow_cb (WebSocketAuthenticationFlowHandler attribute) _aget_relevant_documents() (NemoLangchainRetriever method) _ai_message_chunk_to_nat_chat_response_chunk() (in module nat.data_models.api_server) _ainvoke() (Function method) (LambdaFunction method) _ainvoke_fn (LambdaFunction attribute) _ALLOW_NONE (EnvConfigValue attribute) _app (_FastApiFrontEndController attribute) _astream() (Function method) (LambdaFunction method) _astream_fn (LambdaFunction attribute) _attempt_token_refresh() (OAuth2AuthCodeFlowProvider method) _auth_providers (WorkflowBuilder attribute) _authenticated_tokens (HTTPBasicAuthProvider attribute) (OAuth2AuthCodeFlowProvider attribute) _batch_lock (BatchingProcessor attribute) _batch_queue (BatchingProcessor attribute) _batch_size (BatchingProcessor attribute) _batches_created (BatchingProcessor attribute) _bound_params (MilvusRetriever attribute) (NemoRetriever attribute) _build_function() (WorkflowBuilder method) _build_graph() (BaseAgent method) (DualNodeAgent method) (ReWOOAgentGraph method) _build_llm_call_patch() (SemanticKernelProfilerHandler method) _build_params() (StartCommandGroup method) _build_redirect_app() (ConsoleAuthenticationFlowHandler method) _build_tool_call_patch() (SemanticKernelProfilerHandler method) _builder_llms (SemanticKernelProfilerHandler attribute) _calc_fit_and_gpu_estimate() (CalcRunner method) _calc_gpu_estimates_based_on_slope() (CalcRunner method) _calc_gpu_estimates_per_concurrency() (CalcRunner method) _call_llm() (BaseAgent method) _call_tool() (BaseAgent method) _cancel_tasks() (BaseExporter method) _chat_response_chunk_to_string() (in module nat.data_models.api_server) _chat_response_to_chat_response_chunk() (in module nat.data_models.api_server) _cleanup() (BaseExporter method) (ProcessingExporter method) (SpanExporter method) _cleanup_dead_references() (ResourceConflictMixin 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_tasks (FastApiFrontEndPluginWorkerBase attribute) _cleanup_tasks_lock (FastApiFrontEndPluginWorkerBase attribute) _client (MilvusRetriever attribute) _closed (AsyncIOProducerConsumerQueue attribute) (Subject attribute) _CODE_ATTRS (in module nat.utils.exception_handlers.automatic_retries) _code_matches() (in module nat.utils.exception_handlers.automatic_retries) _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) _configuration_directory (Settings attribute) _construct_authentication_header() (APIKeyAuthProvider method) _context (Function attribute) (OAuth2AuthCodeFlowProvider attribute) (Runner attribute) (SessionManager attribute) (UserManagerHolder attribute) _context_state (BaseExporter attribute) (Context attribute) (IntermediateStepManager 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_batch() (BatchingProcessor method) _create_export_task() (ProcessingExporter method) _create_with_shared_registry() (ExporterManager class method) _CredBase (class in nat.data_models.authentication) _default_params (MilvusRetriever attribute) _dependencies (ChildBuilder attribute) _dict (AsyncDictionary attribute) (AsyncSafeWeakKeyDictionary attribute) _discovery_metadata (AbstractRegistryHandler attribute) _disposed (Subject attribute) _do_compute_annotation() (TypeRegistry method) _done (BatchingProcessor attribute) _done_callback (BatchingProcessor attribute) _drop_on_overflow (BatchingProcessor attribute) _editor (MemoryIOBase attribute) _effective_config (LayeredConfig attribute) _embedder (MilvusRetriever attribute) _embedder_client_framework_to_provider (TypeRegistry attribute) _embedder_client_provider_to_framework (TypeRegistry attribute) _embedders (WorkflowBuilder attribute) _enable_rolling (FileExportMixin attribute) _endpoint (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _ensure_registry_owned() (ExporterManager method) _entry_fn (Runner attribute) (Workflow attribute) _ENV_KEY (EnvConfigValue attribute) _ENV_KEY_OVERRIDE (EnvConfigValue attribute) _error (Subject attribute) _eval_input_to_dataframe() (DatasetHandler method) _evaluators (WorkflowEvalBuilder attribute) _exit_stack (WorkflowBuilder attribute) _export_final_item() (ProcessingExporter method) _export_with_processing() (ProcessingExporter method) _exporter_manager (Runner attribute) (Workflow attribute) _exporter_registry (ExporterManager attribute) _extract_between_separators() (in module nat.tool.code_execution.utils) _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_url() (in module nat.utils.exception_handlers.mcp) _FastApiFrontEndController (class in nat.front_ends.fastapi.fastapi_front_end_controller) _filepath (FileExportMixin attribute) _filter_criteria (LogFilter attribute) _find_generic_types() (TypeIntrospectionMixin method) _first_write (FileExportMixin attribute) _flatten() (in module nat.retriever.nemo_retriever.retriever) _flatten_features() (LinearModel method), [1] (RandomForestModel method), [1] _flow_handler (WebSocketMessageHandler attribute) _flows (ConsoleAuthenticationFlowHandler attribute) _FlowState (class in nat.front_ends.console.authentication_flow_handler) _flush_interval (BatchingProcessor attribute) _flush_task (BatchingProcessor attribute) _format_conflict_error() (FileExportMixin method) (ResourceConflictMixin method) _FRAMEWORK_REGEX_MAP (in module nat.profiler.utils) _front_end_config (FastApiFrontEndPluginWorkerBase attribute) (FrontEndBase attribute) _full_config (FrontEndBase attribute) _functions (WorkflowBuilder attribute) _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_functions() (MCPFrontEndPluginWorkerBase method) _get_annotated_type() (in module nat.builder.function_info) _get_chat_history() (BaseAgent method) _get_current_step() (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_module_name() (in module nat.cli.commands.workflow.workflow_commands) _get_origin_or_base() (in module nat.data_models.common) _get_prediction_inputs() (WeaveEvaluationIntegration method) _get_relevant_documents() (NemoLangchainRetriever method) _get_resource_identifiers() (FileExportMixin method) (ResourceConflictMixin method) _get_tool() (ReActAgentGraph method) (ReWOOAgentGraph 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) (WebSocketAuthenticationFlowHandler method) _handle_tool() (StepAdaptor method) _headers (RestRegistryHandler attribute) _history (StepAdaptor attribute) _http_flow_handler (FastApiFrontEndPluginWorkerBase attribute) _HumanPromptOAuthConsent (class in nat.data_models.interactive) _indirect_warnings_shown (TypeConverter attribute) _info (LambdaFunction attribute) _input_message (Runner attribute) _input_message_token (Runner attribute) _input_schema (FunctionBase attribute) (MCPToolClient attribute) _instance_count (BaseExporter attribute) _interpolate_variables() (in module nat.utils.io.yaml_tools) _InvokeFnT (in module nat.builder.function) _is_closed (AsyncIOProducerConsumerQueue attribute) _is_isolated_instance (BaseExporter attribute) _is_registry_shared (ExporterManager attribute) _isolated_instances (BaseExporter attribute) _items_dropped (BatchingProcessor attribute) _items_processed (BatchingProcessor attribute) _jobs (JobStore attribute) _last_flush_time (BatchingProcessor attribute) _last_tool_map (LlamaIndexProfilerHandler attribute) _library_instrumented (in module nat.profiler.decorators.framework_wrapper) _llm_call_monkey_patch() (AgnoProfilerHandler 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) _lock (AgnoProfilerHandler attribute) (AsyncDictionary attribute) (AsyncSafeWeakKeyDictionary attribute) (ExporterManager attribute) (FileExportMixin attribute) (InMemoryObjectStore attribute) (JobStore 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) _max_concurrency (SessionManager attribute) _max_file_size (FileExportMixin attribute) _max_files (FileExportMixin attribute)

_max_positions (TqdmPositionRegistry attribute) _max_queue_size (BatchingProcessor attribute) _maybe_warn_indirect() (TypeConverter method) _memory_clients (WorkflowBuilder attribute) _message_parent_id (MessageValidator attribute) (WebSocketMessageHandler attribute) _message_type_schema_mapping (MessageValidator attribute) _message_validator (WebSocketMessageHandler attribute) _metadata_items (ComponentDiscoveryMetadata attribute) _metadata_stack (SpanExporter attribute) _mode (FileExportMixin attribute) _model (ModelTrainer attribute) _model_name_or_path (SweBenchEvaluator 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) _oauth_client (ConsoleAuthenticationFlowHandler attribute) _object_stores (WorkflowBuilder attribute) _observer (Subscription attribute) _observers (Subject attribute) _on_complete (Observer attribute) _on_error (Observer attribute) _on_next (Observer attribute) _original_llm_call (AgnoProfilerHandler attribute) _original_tool_call (SemanticKernelProfilerHandler attribute) _original_tool_execute (AgnoProfilerHandler attribute) _output (ActiveFunctionContextManager attribute) _outstanding_flows (FastApiFrontEndPluginWorker attribute) _outstanding_flows_lock (FastApiFrontEndPluginWorker attribute) _outstanding_spans (SpanExporter attribute) _outstanding_start_steps (IntermediateStepManager attribute) _parent (TypeConverter attribute) _parse_json() (BaseAgent method) _parse_planner_output() (ReWOOAgentGraph static method) _parse_request_output() (LocalSandbox method) (PistonSandbox method) (Sandbox method) _parse_tool_input() (ReWOOAgentGraph static method) _patch_methods (SemanticKernelProfilerHandler attribute) _pattern_to_regex() (in module nat.utils.exception_handlers.automatic_retries) _periodic_cleanup() (FastApiFrontEndPluginWorker static method) _Placeholder (class in nat.cli.cli_utils.config_override) _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) _process_pipeline() (ProcessingExporter method) _process_start_event() (SpanExporter method) _process_streaming_output() (SerializeMixin method) _process_through_processors() (ProcessingExporter method) _process_validation_error() (in module nat.data_models.config) _processor (FileExporter attribute) _processors (ProcessingExporter attribute) _project (FileExportMixin attribute) _publish_route (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _pull_route (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _queue_overflows (BatchingProcessor attribute) _ready_event (BaseExporter attribute) _redirect_app (ConsoleAuthenticationFlowHandler 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_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) _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) _replace_placeholder() (ReWOOAgentGraph static method) _repr() (CallNode method) _request (RequestAttributes attribute) _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) _save_settings() (Settings method) _saved_context (SessionManager attribute) _schedule_flush() (BatchingProcessor method) _schema_output_mapping (WebSocketMessageHandler 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) _server_lock (ConsoleAuthenticationFlowHandler attribute) _session_manager (WebSocketMessageHandler attribute) _settings_changed() (Settings method) _settings_changed_hooks (Settings attribute) _settings_changed_hooks_active (Settings attribute) _setup_file_paths() (FileExportMixin method) _setup_health_endpoint() (MCPFrontEndPluginWorkerBase method) _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) _socket (WebSocketMessageHandler attribute) _source (EnvConfigValue attribute) _SPAN_PREFIX (in module nat.data_models.span) _span_prefix (SpanExporter attribute) _span_stack (SpanExporter attribute) _start() (BaseExporter method) _start_redirect_server() (ConsoleAuthenticationFlowHandler method) _state (LangchainProfilerHandler attribute) (Runner attribute) _step_adaptor (WebSocketMessageHandler attribute) _step_matches_filter() (StepAdaptor method) _stop_redirect_server() (ConsoleAuthenticationFlowHandler method) _stopped (Observer attribute) _store (InMemoryObjectStore attribute) _stream_llm() (BaseAgent method) _StreamFnT (in module nat.builder.function) _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) _subscribe_core() (Observable method) (Subject method) _subscription (BaseExporter attribute) _substitute_type_var() (TypeIntrospectionMixin method) _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) _token (PypiRegistryHandler attribute) _tool_description (MCPToolClient attribute) _tool_execute_monkey_patch() (AgnoProfilerHandler method) _tool_name (MCPToolClient attribute) _tools (MCPBuilder 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) _unsubscribe_observer() (Subject method) (SubjectBase method) _unsubscribed (Subscription attribute) _unsupported_repos (SweBenchEvaluator attribute) _update_config_value() (LayeredConfig method) _update_settings() (Settings method) _upload_file() (OutputUploader method) _upload_to_pypi() (PypiRegistryHandler method) _use_env (EnvConfigValue attribute) _user_interaction_response (WebSocketMessageHandler attribute) _validate_collection() (MilvusRetriever method) _validate_gpu_estimation_parameters() (CalcRunner method) _validate_metrics_data() (CalcRunner method) _validate_single_fn() (in module nat.builder.function_info) _validate_stream_fn() (in module nat.builder.function_info) _value (EnvConfigValue attribute) _wait_for_tasks() (BaseExporter method) _want_retry() (in module nat.utils.exception_handlers.automatic_retries) _warning_issued (in module nat.experimental.decorators.experimental_warning_decorator) _web_socket_message_handler (WebSocketAuthenticationFlowHandler attribute) _wheel_data (ComponentDiscoveryMetadata attribute) _whl_base64 (AbstractRegistryHandler attribute) _whl_bytes (AbstractRegistryHandler attribute) _whl_path (AbstractRegistryHandler attribute) _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 (EvalS3Config attribute) action (StatusMessage attribute) ActionEnum (class in nat.registry_handlers.schemas.status) active_function (Context property) (ContextState attribute) active_span_id (Context property) active_span_id_stack (ContextState attribute) 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() (Span method) add_exporter() (ExporterManager method) add_function() (Builder method) (ChildBuilder method) (FunctionDependencies method) (WorkflowBuilder method) add_hsts_header() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) add_items() (MemoryEditor method) add_llm() (Builder method) (ChildBuilder method) (FunctionDependencies method) (WorkflowBuilder 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) 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) afinish_loggers() (WeaveEvaluationIntegration method) after_pipeline() (in module nat.cli.entrypoint) agent (ReActAgentGraph attribute) AGENT (SpanKind 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) (ToolCallAgentGraph method) agent_scratchpad (ReActGraphState attribute) AgentDecision (class in nat.agent.base) AGNO (LLMFrameworkEnum attribute) 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) 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) ALL (PluginTypes attribute) (SearchFields attribute) all_requests_data (ProfilerRunner attribute) all_steps (ProfilerRunner attribute) allow_credentials (FastApiFrontEndConfig.CrossOriginResourceSharing 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 (NemoRetriever attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) (Security attribute) api_key_client() (in module nat.authentication.api_key.register) 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) arg_count (FunctionDescriptor attribute) args (DecomposedType property) artifact (Artifact attribute) Artifact (class in nat.registry_handlers.schemas.publish) as_requests_kwargs() (AuthResult method) assignee (GithubListIssueModel attribute) assignees (GithubCreatePullModel attribute) (GithubUpdateIssueModel attribute) ASSISTANT (UserMessageContentRoleType attribute) astream() (Function 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 (Span attribute) (SpanEvent 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_REDIRECT_SUCCESS_HTML (in module nat.front_ends.fastapi.html_snippets.auth_code_grant_success) auth_scheme (APIKeyAuthProviderConfig attribute) authenticate() (APIKeyAuthProvider method) (AuthProviderBase method) (ConsoleAuthenticationFlowHandler method) (FlowHandlerBase method) (HTTPAuthenticationFlowHandler method) (HTTPBasicAuthProvider 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) 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 (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) avg_duration (SimpleOperationStats attribute) avg_prompt_tokens (ConcurrencyCorrelationStats attribute) avg_total_tokens (ConcurrencyCorrelationStats attribute) 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)

B

base (GithubListPullsModel attribute) base_commit (SWEBenchInput attribute) base_config (LayeredConfig attribute) base_metrics (ProfilerConfig attribute) base_url (AWSBedrockModelConfig attribute) (MilvusDocumentSearchToolConfig attribute) (NemoRetriever attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (NVIDIARAGToolConfig attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig 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) 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) 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) 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) bucket (EvalS3Config 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) (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) (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() (MCPBuilder method) 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) 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 (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) ChatResponse (class in nat.data_models.api_server) ChatResponseChunk (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 (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) 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) clear() (AsyncDictionary method) (KeyedLock method) clear_processors() (ProcessingExporter method) cli() (in module nat.cli.entrypoint) client (FlowState attribute) (NemoLangchainRetriever attribute) (WeaveEvaluationIntegration attribute) client_host (Request attribute) (RequestAttributes property) client_id (OAuth2AuthCodeFlowProviderConfig attribute) client_port (Request attribute) (RequestAttributes property) client_secret (OAuth2AuthCodeFlowProviderConfig attribute) close() (AsyncIOProducerConsumerQueue method) code (Error attribute) (SpanStatus attribute) code_execution_tool() (in module nat.tool.code_execution.register) 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) 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) commit_code_async() (in module nat.tool.github_tools.create_github_commit) 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) (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_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) (ConfiguredLLM attribute) (ConfiguredMemory attribute) (ConfiguredObjectStore attribute) (ConfiguredRetriever attribute) (ConfiguredTelemetryExporter attribute) (ConfiguredTTCStrategy 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) 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) 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_sse_server() (MCPSSEClient 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 (ChoiceDelta attribute) (ChoiceMessage attribute) (InteractionPrompt attribute) (InteractionResponse attribute) (Message 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) CONTINUE (BinaryChoiceOptionsType attribute) conversation (MemoryItem attribute) conversation_id (Context property) (ContextState attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserMessage attribute) convert (Streaming attribute) convert() (Function method) (GlobalTypeConverter static method) (Runner method) (TypeConverter method) convert_data_to_message_content() (MessageValidator method) convert_sequences_for_prefixspan() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) convert_text_content_to_human_response() (MessageValidator method) convert_to_mcp_error() (in module nat.utils.exception_handlers.mcp) 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) 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_cleanup_task() (FastApiFrontEndPluginWorker method) create_command() (in module nat.cli.commands.workflow.workflow_commands) create_function_wrapper() (in module nat.front_ends.mcp.tool_converter) create_github_issue_async() (in module nat.tool.github_tools.create_github_issue) create_isolated_exporters() (ExporterManager method) create_isolated_instance() (BaseExporter method) create_job() (JobStore method) create_model() (in module nat.profiler.forecasting.model_trainer) create_oauth_client() (WebSocketAuthenticationFlowHandler method) create_pull_request_async() (in module nat.tool.github_tools.create_github_pr) create_react_agent_prompt() (in module nat.agent.react_agent.agent) 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_websocket_message() (WebSocketMessageHandler method) created (ChatResponse attribute) (ChatResponseChunk attribute) created_at (BaseAsyncStatusResponse attribute) (Collection attribute) (JobInfo attribute) (SWEBenchInput attribute) creator (GithubListIssueModel 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) csv_exclude_io_text (ProfilerConfig attribute) current_datetime() (in module nat.tool.datetime_tools) current_function_building (WorkflowBuilder 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_scripts (EvalOutputConfig attribute) CUSTOM_START (IntermediateStepType attribute)

D

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 (EvalGeneralConfig attribute) (EvaluationRunConfig 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) debug (MCPFrontEndConfig attribute) DecomposedType (class in nat.utils.type_utils) DEFAULT (StepAdaptorMode attribute) default_callback_handler() (UserInteractionManager static method) DEFAULT_EVENT_FILTER (IntermediateStepAdapter attribute) DEFAULT_EXPIRY (JobStore attribute) DEFAULT_MATRIX_LENGTH (in module nat.profiler.forecasting.config) DEFAULT_MODEL_TYPE (in module nat.profiler.forecasting.config) default_score_weights (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute) default_scoring (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute) DELETE (HTTPMethod attribute) delete() (AsyncDictionary method) (KeyedLock method) delete_command() (in module nat.cli.commands.workflow.workflow_commands) delete_memory_tool() (in module nat.tool.memory_tools.delete_memory_tool) delete_object() (InMemoryObjectStore method) (ObjectStore method) delete_strict() (AsyncDictionary method) DeleteMemoryInput (class in nat.memory.models) DeleteToolConfig (class in nat.tool.memory_tools.delete_memory_tool) delta (Choice attribute) denylist (EvalFilterConfig attribute) dependencies (ChildBuilder property) description (AddToolConfig attribute) (DeleteToolConfig attribute) DESCRIPTION (DiscoveryContractFieldsEnum attribute) description (DiscoveryMetadata attribute) (EmbedderProviderInfo attribute) (EvaluatorInfo attribute) (FastApiFrontEndConfig.EndpointBase attribute) (Function attribute) (FunctionInfo attribute) (GetToolConfig attribute) (LLMProviderInfo attribute) (MCPToolClient property) (MCPToolConfig attribute) (MilvusRetrieverConfig attribute) (MultipleChoiceOption attribute) (ReActAgentWorkflowConfig attribute) (RetrieverConfig attribute) (RetrieverProviderInfo attribute) (ReWOOAgentWorkflowConfig attribute)

DESCRIPTION (SearchFields attribute) description (SearchResponseItem attribute) (ToolCallAgentWorkflowConfig attribute) (ToolDetails attribute) DESCRIPTION (VisualizeFields attribute) 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) dir (EvalOutputConfig attribute) disable (EvalDatasetStructureConfig attribute) discover_and_register_plugins() (in module nat.runtime.loader) discover_entrypoints() (in module nat.runtime.loader) discovery_metadata (RegisteredInfo attribute) (RegisteredPackage attribute) (RegisteredToolWrapper 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) 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)

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) EMAIL (MultipleChoiceOptionType attribute) email (User 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_nested_stack (BottleneckConfig attribute) enable_rolling (FileTelemetryExporterConfig attribute) enable_simple_stack (BottleneckConfig attribute) END (AgentDecision attribute) (IntermediateStepState attribute) end() (DummySpan method) (Span method) end_time (CallNode attribute) (ConcurrencySpikeInfo attribute) (NodeMetrics attribute) (PrefixCallNode attribute) (Span attribute) end_trace() (LlamaIndexProfilerHandler method) endpoint (CalcRunnerConfig attribute) (CollectorConfigMixin attribute) (EvaluationRunConfig attribute) (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) endpoint_timeout (CalcRunnerConfig attribute) (EvaluationRunConfig attribute) endpoint_url (EvalS3Config attribute) endpoints (FastApiFrontEndConfig attribute) ENHANCED_DPI (PlotConfig attribute) ENHANCED_FIGSIZE (PlotConfig attribute) ensure_description_string() (DiscoveryMetadata class method) ensure_directory_exists() (DatasetDownloader static method) 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_MESSAGE (WebSocketMessageType attribute) ErrorTypes (class in nat.data_models.api_server) eval (Config 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_output_items (EvalOutput attribute) EvalBuilder (class in nat.builder.builder) 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) evaluate (FastApiFrontEndConfig attribute) evaluate() (BaseEvaluator method) (RAGEvaluator method) (SweBenchEvaluator method) evaluate_fn (EvaluatorInfo attribute) evaluate_item() (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_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_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 attribute) 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 (Span attribute) eviction_policy (JobManagementConfig attribute) example_number (ConcurrencyCallNode attribute) (DataFrameRow attribute) (PrefixCallNode attribute) examples_containing (FrequentPattern attribute) Exc (in module nat.utils.exception_handlers.automatic_retries) execute() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) 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) 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) expiry_seconds (EvaluateRequest attribute) (JobInfo attribute) export() (BaseExporter method) (DummySpanExporter static method) (Exporter method) (ProcessingExporter method) (RawExporter method) (SpanExporter method) export_processed() (FileExportMixin method) (ProcessingExporter method) (RawExporter method) (SpanExporter method) Exporter (class in nat.observability.exporter.exporter) 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_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_primary_exception() (in module nat.utils.exception_handlers.mcp) extreme_outlier_threshold (FitConfig attribute)

F

factory (IsolatedAttribute attribute) FAIL_TO_PASS (SWEBenchInput attribute) FAILED (InteractionStatus attribute) (RunnerState attribute) FAILURE (DiscoveryStatusEnum attribute) (JobStatus attribute) 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) 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_params (GithubListIssueModelList attribute) (GithubListPullsModelList 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 (Choice attribute) FINISH_REASONS (in module nat.data_models.api_server) 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) force_flush() (BatchingProcessor method) 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.utils.exception_handlers.mcp) format_tool() (in module nat.cli.commands.info.list_mcp) framework (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute) framework_wrappers (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) FUNCTION (ComponentEnum attribute) function (EvalDatasetCustomConfig attribute) FUNCTION (IntermediateStepCategory attribute) function (SemanticKernelPatchMethod attribute) FUNCTION (SpanKind attribute) function (ToolSchema attribute) function_ancestry (IntermediateStep attribute) function_dependencies (WorkflowBuilder attribute) FUNCTION_END (IntermediateStepType attribute) function_id (DataFrameRow attribute) (IntermediatePropertyAdaptor property) (InvocationNode attribute) function_name (DataFrameRow attribute) (FastApiFrontEndConfig.Endpoint attribute) (IntermediatePropertyAdaptor property) (InvocationNode attribute) (RouteInfo attribute) FUNCTION_START (IntermediateStepType attribute) 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) FunctionInfo (class in nat.builder.function_info) 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

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_active_instance_count() (BaseExporter class method) get_active_resource_count() (ResourceConflictMixin class method) 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) 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_base_model_function_input() (FunctionDescriptor method) get_base_model_function_output() (FunctionDescriptor method) get_base_type() (DecomposedType method) 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_context() (IntermediateStepAdapter method) get_current_file_path() (FileExportMixin method) 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_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_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_functions() (Builder method) get_github_issue_async() (in module nat.tool.github_tools.get_github_issue) get_github_pull_async() (in module nat.tool.github_tools.get_github_pr) get_github_pull_commits_async() (in module nat.tool.github_tools.get_github_pr) get_github_pull_files_async() (in module nat.tool.github_tools.get_github_pr) get_id() (UserManagerHolder 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_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) (ObjectStore 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) (WorkflowBuilder method) get_op_name() (in module nat.profiler.inference_optimization.experimental.prefix_span_analysis) get_optional_type() (DecomposedType method) get_output_dir() (EvalBuilder method) (WorkflowEvalBuilder method) get_preferred_item() (DiscoveryMetadata static 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_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_stats() (BatchingProcessor method) get_status() (JobStore 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) (MCPBuilder method) (WorkflowBuilder method) get_tool_wrapper() (TypeRegistry method) get_tools() (Builder method) (MCPBuilder method) 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_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_text_from_url() (in module nat.tool.github_tools.get_github_file) github_text_lines_from_url() (in module nat.tool.github_tools.get_github_file) GithubCommitCodeConfig (class in nat.tool.github_tools.create_github_commit) GithubCommitCodeModel (class in nat.tool.github_tools.create_github_commit) GithubCommitCodeModelList (class in nat.tool.github_tools.create_github_commit) GithubCreateIssueModel (class in nat.tool.github_tools.create_github_issue) GithubCreateIssueModelList (class in nat.tool.github_tools.create_github_issue) GithubCreateIssueToolConfig (class in nat.tool.github_tools.create_github_issue) GithubCreatePullConfig (class in nat.tool.github_tools.create_github_pr) GithubCreatePullList (class in nat.tool.github_tools.create_github_pr) GithubCreatePullModel (class in nat.tool.github_tools.create_github_pr) GithubGetFileLinesToolConfig (class in nat.tool.github_tools.get_github_file) GithubGetFileToolConfig (class in nat.tool.github_tools.get_github_file) GithubGetIssueModel (class in nat.tool.github_tools.get_github_issue) GithubGetIssueToolConfig (class in nat.tool.github_tools.get_github_issue) GithubGetPullCommitsToolConfig (class in nat.tool.github_tools.get_github_pr) GithubGetPullFilesToolConfig (class in nat.tool.github_tools.get_github_pr) GithubGetPullModel (class in nat.tool.github_tools.get_github_pr) GithubGetPullToolConfig (class in nat.tool.github_tools.get_github_pr) GithubListIssueModel (class in nat.tool.github_tools.get_github_issue) GithubListIssueModelList (class in nat.tool.github_tools.get_github_issue) GithubListIssueToolConfig (class in nat.tool.github_tools.get_github_issue) GithubListPullsModel (class in nat.tool.github_tools.get_github_pr) GithubListPullsModelList (class in nat.tool.github_tools.get_github_pr) GithubListPullsToolConfig (class in nat.tool.github_tools.get_github_pr) GithubUpdateIssueModel (class in nat.tool.github_tools.update_github_issue) GithubUpdateIssueModelList (class in nat.tool.github_tools.update_github_issue) GithubUpdateIssueToolConfig (class in nat.tool.github_tools.update_github_issue) GlobalSettings (class in nat.settings.global_settings) GlobalTypeConverter (class in nat.utils.type_converter) GlobalTypeRegistry (class in nat.cli.type_registry) 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.utils.exception_handlers.mcp) 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) HashableBaseModel (class in nat.data_models.common) head (GithubListPullsModel 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 headers (AuthenticatedContext attribute) (Request attribute) (RequestAttributes property) hints_text (SWEBenchInput attribute) host (FastApiFrontEndConfig attribute) (MCPFrontEndConfig 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

id (BinaryHumanPromptOption attribute) (ChatResponse attribute) (ChatResponseChunk attribute) (Collection attribute) (EvalInputItem attribute) (EvalOutputItem attribute) (InteractionBase attribute) (MultipleChoiceOption 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_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_tool_input_schema_in_tool_description (ReActAgentWorkflowConfig attribute) (ReWOOAgentWorkflowConfig attribute) index (Choice attribute) InferenceMetricsModel (class in nat.profiler.inference_metrics_model) InferenceOptimizationHolder (class in nat.profiler.profile_runner) info_command() (in module nat.cli.commands.info.info) initialize_client() (WeaveEvaluationIntegration method) initialize_logger() (WeaveEvaluationIntegration method) INITIALIZED (RunnerState attribute) InMemoryObjectStore (class in nat.object_store.in_memory_object_store) InMemoryObjectStoreConfig (class in nat.object_store.in_memory_object_store) input (StreamEventData attribute) (TTCItem attribute) input_audio (AudioContent attribute) INPUT_AUDIO (ChatContentType attribute) input_class (FunctionBase property) (TypeIntrospectionMixin property) input_file (ConsoleFrontEndConfig attribute) input_llm (TTCToolWrapperFunctionConfig attribute) input_message (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_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) (ConfiguredLLM attribute) (ConfiguredMemory attribute) (ConfiguredObjectStore attribute) (ConfiguredRetriever attribute) (ConfiguredTelemetryExporter attribute) (ConfiguredTTCStrategy attribute)

instance_id (ComponentInstanceData attribute) (SWEBenchInput attribute) (SWEBenchOutput attribute) instance_name (Function attribute) instruction_prompt_template (ReasoningFunctionConfig attribute) instrument() (AgnoProfilerHandler method) (SemanticKernelProfilerHandler method) 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) 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_gen (FunctionDescriptor attribute) is_async_generator (DecomposedType property) is_class (DecomposedType property) is_closed() (AsyncIOProducerConsumerQueue method) is_coroutine (FunctionDescriptor attribute) is_debugger_attached() (in module nat.utils.debugging_utils) is_empty (DecomposedType property) is_expired() (AuthResult method) 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_typed (FunctionDescriptor attribute) is_repo_supported() (SweBenchEvaluator method) is_root (ComponentInstanceData attribute) 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_experimental_warning() (in module nat.experimental.decorators.experimental_warning_decorator) issue_number (GithubGetIssueModel attribute) (GithubUpdateIssueModel 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) judge_llm_prompt (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute)

K

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

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

L

label (BinaryHumanPromptOption attribute) (MultipleChoiceOption attribute) labels (GithubListIssueModel attribute) (GithubUpdateIssueModel attribute) LambdaFunction (class in nat.builder.function) LANGCHAIN (LLMFrameworkEnum attribute) LangchainProfilerHandler (class in nat.profiler.callbacks.langchain_callback_handler) last_call_ts (AgnoProfilerHandler attribute) (LangchainProfilerHandler attribute) (LlamaIndexProfilerHandler attribute) (SemanticKernelProfilerHandler attribute) LayeredConfig (class in nat.cli.cli_utils.config_override) LEGEND_FONTSIZE (PlotConfig attribute) level (ConsoleLoggingMethodConfig attribute) (FileLoggingMethod 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) 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_github_issue_async() (in module nat.tool.github_tools.get_github_issue) list_github_pulls_async() (in module nat.tool.github_tools.get_github_pr) list_jobs() (JobStore method) list_mcp() (in module nat.cli.commands.info.list_mcp) list_tools_and_schemas() (in module nat.cli.commands.info.list_mcp) list_tools_direct() (in module nat.cli.commands.info.list_mcp) 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 (ChatCompletionConfig attribute) (DataFrameRow attribute) (IntermediatePropertyAdaptor property) (MilvusDocumentSearchToolConfig attribute) (RagasEvaluatorConfig attribute) (ReActAgentWorkflowConfig attribute) (ReasoningFunctionConfig attribute) (ReWOOAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig 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_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 (GithubCommitCodeConfig 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) log (in module nat.agent.dual_node) LOG (in module nat.tool.code_execution.utils) log_instance_stats() (BaseExporter class method) log_level (MCPFrontEndConfig attribute) LOG_LEVELS (in module nat.cli.entrypoint) log_prediction() (WeaveEvaluationIntegration method) 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.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.info) (in module nat.cli.commands.info.list_channels) (in module nat.cli.commands.info.list_components) (in module nat.cli.commands.info.list_mcp) (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.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.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.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.fastapi_front_end_plugin_worker) (in module nat.front_ends.fastapi.intermediate_steps_subscriber) (in module nat.front_ends.fastapi.job_store) (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.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.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.processor.batching_processor) (in module nat.observability.register) (in module nat.observability.utils.dict_utils) (in module nat.observability.utils.time_utils) (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.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.mcp.mcp_client) (in module nat.tool.mcp.mcp_tool) (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.exception_handlers.automatic_retries) (in module nat.utils.exception_handlers.mcp) (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)

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 (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) max_iterations (ToolCallAgentWorkflowConfig attribute) max_jobs (JobManagementConfig attribute) max_output_characters (CodeExecutionToolConfig attribute) max_queue_size (BatchConfigMixin attribute) max_retries (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) max_running_async_jobs (FastApiFrontEndConfig attribute) max_temperature (MultiLLMPlanConfig attribute) (SingleShotMultiPlanConfig attribute) max_text_len (PrefixSpanConfig attribute) max_timestamp (UsageStats attribute) (UsageStatsItem attribute) max_tokens (AWSBedrockModelConfig attribute) (ChatRequest attribute) (NIMModelConfig attribute) max_tool_calls (ReActAgentWorkflowConfig attribute) max_workers (SweBenchEvaluator attribute) mcp_exception_handler() (in module nat.utils.exception_handlers.mcp) mcp_tool() (in module nat.tool.mcp.mcp_tool) mcp_tool_name (MCPToolConfig attribute) MCPAuthenticationError MCPBuilder (class in nat.tool.mcp.mcp_client) MCPConnectionError MCPError MCPErrorCategory (class in nat.tool.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) MCPPingResult (class in nat.cli.commands.info.list_mcp) MCPProtocolError MCPRequestError MCPSSEClient (class in nat.tool.mcp.mcp_client) MCPSSLError MCPTimeoutError MCPToolClient (class in nat.tool.mcp.mcp_client) MCPToolConfig (class in nat.tool.mcp.mcp_tool) MCPToolNotFoundError mean (InferenceMetricsModel attribute) 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 (GithubListIssueModel attribute) merge() (MemoryManager method) merge_dicts() (in module nat.observability.utils.dict_utils) message (Choice attribute) Message (class in nat.data_models.api_server) message (Error attribute) (SpanStatus attribute) (StatusMessage attribute) messages (ChatRequest attribute) (ReActGraphState attribute) (ReWOOGraphState attribute) (ToolCallAgentGraphState attribute) (UserMessageContent attribute) MessageValidator (class in nat.front_ends.fastapi.message_validator) meta (Collection attribute) metadata (AuthenticatedContext attribute) (BuiltArtifact attribute) (Context property) (ContextState attribute) (Document attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (MemoryItem attribute) (ObjectStoreItem attribute) (TTCItem attribute) method (FastApiFrontEndConfig.EndpointBase attribute) (Request attribute) (RequestAttributes property) metric (RagasEvaluatorConfig attribute) metric_config (RagasEvaluatorConfig property) metric_name (RagasEvaluatorConfig property) metrics (RAGEvaluator attribute) metrics_per_concurrency (CalcRunner attribute) 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) 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) (LinearModel attribute), [1] (RandomForestModel attribute), [1] model_config (_CredBase attribute) (AudioContent attribute) (AuthenticatedContext attribute) (AuthProviderBaseConfig attribute) (AuthResult attribute) (AWSBedrockModelConfig attribute) (CallNode attribute) (ChatRequest attribute) (ChatResponse attribute) (ChatResponseChunk attribute) (Choice attribute) (Config attribute) (DataFrameRow attribute) (DeleteMemoryInput attribute) (Error attribute) (GeneralConfig attribute) (GenerateResponse attribute) (ImageContent attribute) (IntermediateStep attribute) (IntermediateStepPayload attribute) (MemoryItem attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (ObjectStoreItem attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) (RegisteredInfo attribute) (Request attribute) (ResponseIntermediateStep attribute) (SearchMemoryInput attribute) (Security attribute) (Settings attribute) (StreamEventData attribute) (SWEBenchInput attribute) (SWEBenchOutput attribute) (SystemIntermediateStepContent attribute) (SystemResponseContent attribute) (TextContent 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.tool.mcp.mcp_client) model_json_schema() (TypedBaseModel class method) model_name (AWSBedrockModelConfig 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) module nat nat.agent nat.agent.base nat.agent.dual_node 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.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.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.info.list_mcp 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.data_models 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.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.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.ttc_strategy nat.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_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.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.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.mcp 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.nim_llm nat.llm.openai_llm nat.llm.register nat.llm.utils nat.llm.utils.env_config_value nat.llm.utils.error 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.resource_conflict_mixin nat.observability.mixin.serialize_mixin nat.observability.mixin.type_introspection_mixin nat.observability.processor nat.observability.processor.batching_processor nat.observability.processor.callback_processor nat.observability.processor.intermediate_step_serializer nat.observability.processor.processor nat.observability.register nat.observability.utils nat.observability.utils.dict_utils nat.observability.utils.time_utils 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.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.github_tools.create_github_commit nat.tool.github_tools.create_github_issue nat.tool.github_tools.create_github_pr nat.tool.github_tools.get_github_file nat.tool.github_tools.get_github_issue nat.tool.github_tools.get_github_pr nat.tool.github_tools.update_github_issue nat.tool.mcp nat.tool.mcp.exceptions nat.tool.mcp.mcp_client nat.tool.mcp.mcp_tool 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.data_models nat.utils.data_models.schema_validator nat.utils.debugging_utils nat.utils.dump_distro_mapping nat.utils.exception_handlers nat.utils.exception_handlers.automatic_retries nat.utils.exception_handlers.mcp nat.utils.exception_handlers.schemas nat.utils.io nat.utils.io.model_processing nat.utils.io.yaml_tools 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) 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)

N

n (ChatRequest attribute) (InferenceMetricsModel attribute) name (BaseExporter property) (Collection attribute) (ComponentInstanceData attribute) (CookieCred attribute) (HeaderCred attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (IsolatedAttribute attribute) (MCPFrontEndConfig attribute) (MCPToolClient 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.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.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.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.info.list_mcp 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.data_models 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.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.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.ttc_strategy module nat.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_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.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.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.mcp 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.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.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.resource_conflict_mixin module nat.observability.mixin.serialize_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.intermediate_step_serializer module nat.observability.processor.processor module nat.observability.register module nat.observability.utils module nat.observability.utils.dict_utils module nat.observability.utils.time_utils 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.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.github_tools.create_github_commit module nat.tool.github_tools.create_github_issue module nat.tool.github_tools.create_github_pr module nat.tool.github_tools.get_github_file module nat.tool.github_tools.get_github_issue module nat.tool.github_tools.get_github_pr module nat.tool.github_tools.update_github_issue module nat.tool.mcp module nat.tool.mcp.exceptions module nat.tool.mcp.mcp_client module nat.tool.mcp.mcp_tool 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.data_models module nat.utils.data_models.schema_validator module nat.utils.debugging_utils module nat.utils.dump_distro_mapping module nat.utils.exception_handlers module nat.utils.exception_handlers.automatic_retries module nat.utils.exception_handlers.mcp 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_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) 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) NestedCallProfilingResult (class in nat.profiler.inference_optimization.data_models) nim_embedder_model() (in module nat.embedder.nim_embedder) nim_model() (in module nat.llm.nim_llm) NIMEmbedderModelConfig (class in nat.embedder.nim_embedder) NIMModelConfig (class in nat.llm.nim_llm) 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) 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) 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) OAUTH_CONSENT (HumanPromptModelType attribute) object (ChatResponse attribute) (ChatResponseChunk attribute) OBJECT_STORE (ComponentEnum attribute) object_store (FastApiFrontEndConfig attribute) OBJECT_STORES (ComponentGroup attribute) object_stores (Config attribute) (FunctionDependencies attribute) (Workflow 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) 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_api_path (FastApiFrontEndConfig.EndpointBase attribute) openai_api_v1_path (FastApiFrontEndConfig.EndpointBase attribute) openai_llm() (in module nat.embedder.openai_embedder) (in module nat.llm.openai_llm) OpenAIEmbedderModelConfig (class in nat.embedder.openai_embedder) OpenAIModelConfig (class in nat.llm.openai_llm) 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) 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) origin (DecomposedType property) original_exception (MCPError attribute) 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_class (TypeIntrospectionMixin property) 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) output_schema (FunctionDescriptor attribute) output_type (FunctionDescriptor attribute) (TypeIntrospectionMixin property) output_type_is_base_model (FunctionDescriptor attribute) 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) 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 (ToolDetails attribute) params (SearchResponse attribute) parent (CallNode attribute) (Span attribute) 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) parent_name (InvocationNode attribute) 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) PATCH (HTTPMethod attribute) patch (SWEBenchInput attribute) patch_with_retry() (in module nat.utils.exception_handlers.automatic_retries) path (FastApiFrontEndConfig.EndpointBase attribute) (FileLoggingMethod attribute) path_params (Request attribute) (RequestAttributes property) 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) ping() (in module nat.cli.commands.info.list_mcp) ping_mcp_server() (in module nat.cli.commands.info.list_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) plan (ReWOOGraphState 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) PlotConfig (class in nat.profiler.calc.plot) PluginTypes (class in nat.runtime.loader) populate_builder() (WorkflowBuilder method) (WorkflowEvalBuilder method) port (FastApiFrontEndConfig attribute) (MCPFrontEndConfig attribute) POST (HTTPMethod attribute) 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) presence_penalty (ChatRequest attribute) prev_stack (OpenStep attribute) print_channel_settings() (Settings method) print_summary() (Config method) print_tool() (in module nat.cli.commands.info.list_mcp) problem_statement (SWEBenchInput attribute) process() (BatchingProcessor method) (IntermediateStepSerializer method) (Processor method) (StepAdaptor method) process_eval_input() (SweBenchEvaluator method) process_nat_eval() (in module nat.cli.commands.evaluate) process_status (CodeExecutionResult attribute) process_user_message_content() (WebSocketMessageHandler method) process_workflow_request() (WebSocketMessageHandler method) ProcessingExporter (class in nat.observability.exporter.processing_exporter) Processor (class in nat.observability.processor.processor) 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) project (CollectorConfigMixin attribute) (FileTelemetryExporterConfig attribute) prompt_caching_prefixes (ProfilerConfig attribute) prompt_for_input_cli() (in module nat.front_ends.console.console_front_end_plugin) 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) properties (ToolParameters attribute) PROTOCOL (MCPErrorCategory attribute) provided_metadata (TraceMetadata attribute) provider_type (EmbedderProviderInfo attribute) (LLMProviderInfo attribute) (RetrieverProviderInfo 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_number (GithubGetPullModel attribute) 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) (ObjectStore 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) ragas_to_eval_output() (RAGEvaluator method) RagasEvaluatorConfig (class in nat.eval.rag_evaluator.register) RagasMetricConfig (class in nat.eval.rag_evaluator.register) RAGEvaluator (class in nat.eval.rag_evaluator.evaluate) raise_error (LangchainProfilerHandler attribute) raise_errors (RetrieverConfig 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) recursive_componentref_discovery() (in module nat.builder.component_utils) redirect_app (ConsoleAuthenticationFlowHandler property) redirect_uri (OAuth2AuthCodeFlowProviderConfig attribute) ref_name (ComponentRefNode attribute) refine_single() (IterativePlanRefinementEditor method) refinement_template (IterativePlanRefinementConfig attribute) reflect() (MemoryManager method) region_name (AWSBedrockModelConfig attribute) (EvalS3Config attribute) register_auth_provider() (in module nat.cli.register_workflow) (TypeRegistry method) 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_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_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_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) 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) 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() (MemoryEditor 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 (GithubCommitCodeConfig attribute) (GithubCreateIssueToolConfig attribute) (GithubCreatePullConfig attribute) (GithubGetIssueToolConfig attribute) (GithubGetPullCommitsToolConfig attribute) (GithubGetPullFilesToolConfig attribute) (GithubGetPullToolConfig attribute) (GithubListIssueToolConfig attribute) (GithubListPullsToolConfig attribute) (GithubUpdateIssueToolConfig attribute) reps (DatasetHandler attribute) (EvaluateRequest attribute) (EvaluationRunConfig attribute) Request (class in nat.data_models.api_server) RequestAttributes (class in nat.runtime.user_metadata) RequestAttributesTool (class in nat.tool.server_tools) RequestHeaders (class in nat.registry_handlers.schemas.headers) required (HumanPromptText attribute) (ToolParameters attribute) RERANKER (SpanKind attribute) reset_configuration_directory() (Settings method) reset_for_copy() (IsolatedAttribute method) resolve_extras_to_packages() (in module nat.registry_handlers.package_utils) resolve_message_type_by_data() (MessageValidator method) ResourceConflictError ResourceConflictMixin (class in nat.observability.mixin.resource_conflict_mixin) response_format (ChatRequest attribute) RESPONSE_MESSAGE (WebSocketMessageType attribute) response_time_ms (MCPPingResult attribute) ResponseBaseModelIntermediate (class in nat.data_models.api_server) ResponseBaseModelOutput (class in nat.data_models.api_server) ResponseHeaders (class in nat.registry_handlers.schemas.headers) ResponseIntermediateStep (class in nat.data_models.api_server) 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) result_stream() (Runner method) result_with_steps() (Workflow method) results (RetrieverOutput attribute) (SearchResponse attribute) retrieve() (MemoryReader 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_exception (MCPToolConfig 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) ReWOOGraphState (class in nat.agent.rewoo_agent.agent) role (ChoiceDelta attribute) (ChoiceMessage attribute) (Message attribute) (UserMessages attribute) root (DecomposedType property) root_path (FastApiFrontEndConfig attribute) RouteInfo (class in nat.front_ends.fastapi.fastapi_front_end_plugin_worker) 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_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) 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) schema_exception_handler() (in module nat.utils.exception_handlers.schemas) schema_type (WebSocketUserMessage attribute) schema_version (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) scheme (BearerTokenCred attribute) scopes (OAuth2AuthCodeFlowProviderConfig 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) (MemoryEditor method) (MilvusRetriever method) (NemoRetriever method) (PypiRegistryHandler method) (RestRegistryHandler method) (Retriever 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_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) seconds_between_calls (IntermediatePropertyAdaptor property) (UsageInfo attribute) secret_key (EvalS3Config attribute) Security (class in nat.data_models.api_server) security (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) seed (ChatRequest 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) 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) serialize_created() (ChatResponse method) (ChatResponseChunk method) serialize_embedders() (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) service_tier (ChatRequest attribute) (ChatResponse attribute) (ChatResponseChunk attribute) session() (SessionManager method) SessionManager (class in nat.runtime.session) set() (AsyncDictionary method) set_attribute() (DummySpan method) (Span method) 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_flow_handler() (WebSocketMessageHandler method) set_framework_profiler_handler() (in module nat.profiler.decorators.framework_wrapper) set_metadata_from_http_request() (SessionManager method) set_output() (ActiveFunctionContextManager method) set_override() (LayeredConfig method) set_pipeline_type() (StrategyBase method) set_strict() (AsyncDictionary method) set_tracer_provider() (DummyTrace static method) set_workflow() (Builder method) (ChildBuilder method) (WorkflowBuilder method) 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) 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 (GithubListIssueModel 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) source_branch (GithubCreatePullModel attribute) Span (class in nat.data_models.span) SPAN (IntermediateStepCategory attribute) (SpanKind attribute) SPAN_CHUNK (IntermediateStepType attribute) SPAN_END (IntermediateStepType attribute) span_event_timestamp (IntermediateStep property) (IntermediateStepPayload attribute) span_id (SpanContext attribute) span_inputs (TraceMetadata attribute) span_outputs (TraceMetadata attribute) SPAN_START (IntermediateStepType attribute) 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) SpanKind (class in nat.data_models.span) SpanStatus (class in nat.data_models.span) SpanStatusCode (class in nat.data_models.span) 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) (PrefixCallNode attribute) (Span attribute) start_trace() (LlamaIndexProfilerHandler method) StartCommandGroup (class in nat.cli.commands.start) state (GithubListIssueModel attribute) (GithubListPullsModel 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) (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_adaptor (FastApiFrontEndConfig attribute) step_id (OpenStep attribute) step_manager (AgnoProfilerHandler 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() (BaseExporter method) (Exporter method) (ExporterManager method) stop_server() (_FastApiFrontEndController method) 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) SubjectBase (class in nat.utils.reactive.base.subject_base) 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) suggestions (MCPError attribute) summarize() (MemoryManager method) summary (SimpleBottleneckReport 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_fingerprint (ChatResponse attribute) (ChatResponseChunk attribute) SYSTEM_INTERACTION_MESSAGE (WebSocketMessageType attribute) system_prompt (ChatCompletionConfig attribute) SYSTEM_PROMPT (in module nat.agent.react_agent.prompt) system_prompt (ReActAgentWorkflowConfig attribute) SystemIntermediateStepContent (class in nat.data_models.api_server) SystemResponseContent (class in nat.data_models.api_server)

T

T (in module nat.observability.processor.batching_processor) (in module nat.utils.exception_handlers.automatic_retries) (in module nat.utils.reactive.base.subject_base) (in module nat.utils.reactive.subject) tags (IntermediateStep property) (IntermediateStepPayload attribute) (MemoryItem 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) 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 (AWSBedrockModelConfig attribute) (ChatRequest attribute) (NIMModelConfig attribute) (OpenAIModelConfig attribute) 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) text (SystemResponseContent attribute) (TextContent attribute) TextContent (class in nat.data_models.api_server) textual_report (ConcurrencyAnalysisResult attribute) (NestedCallProfilingResult attribute) (PrefixSpanSubworkflowResult attribute) 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 (CodeExecutionStatus attribute) timeout (CodeExecutionToolConfig attribute) (GithubCommitCodeConfig attribute) (GithubCreateIssueToolConfig attribute) (GithubCreatePullConfig attribute) (GithubGetIssueToolConfig attribute) (GithubGetPullCommitsToolConfig attribute) (GithubGetPullFilesToolConfig attribute) (GithubGetPullToolConfig attribute) (GithubListIssueToolConfig attribute) (GithubListPullsToolConfig attribute) (GithubUpdateIssueToolConfig attribute) TIMEOUT (MCPErrorCategory attribute) timeout (MilvusDocumentSearchToolConfig attribute) (NemoRetriever attribute) (NemoRetrieverConfig attribute) (NVIDIARAGToolConfig attribute) timestamp (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) to_dict() (CommonPrefixesOutput method) (LLMUniquenessMetricsByLLM method) token (BearerTokenCred attribute) (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) (Security attribute) token_endpoint_auth_method (OAuth2AuthCodeFlowProviderConfig attribute) token_expires_at (AuthResult attribute) token_uniqueness (InferenceOptimizationHolder attribute) token_uniqueness_forecast (ProfilerConfig attribute) token_url (_FlowState attribute) (OAuth2AuthCodeFlowProviderConfig attribute) token_usage (IntermediatePropertyAdaptor property) (UsageInfo attribute) token_usage_forecast (ProfilerConfig attribute) TokenUsageBaseModel (class in nat.profiler.callbacks.token_usage_base_model) toml_dependencies (WheelData attribute) toml_nat_packages (WheelData attribute) toml_project (WheelData attribute) TOOL (AgentDecision attribute) (IntermediateStepCategory attribute) (SpanKind attribute) TOOL_CALL_LOG_MESSAGE (in module nat.agent.base) tool_call_max_retries (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute)

tool_caller (ToolCallAgentGraph attribute) tool_calling_agent_workflow() (in module nat.agent.tool_calling_agent.register) tool_choice (ChatRequest attribute) tool_description (TTCToolWrapperFunctionConfig attribute) TOOL_END (IntermediateStepType attribute) tool_info (TraceMetadata attribute) tool_input (IntermediatePropertyAdaptor property) tool_inputs (TraceMetadata 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_responses (ReActGraphState attribute) TOOL_START (IntermediateStepType attribute) TOOL_USE (PipelineTypeEnum attribute) TOOL_WRAPPER (ComponentEnum attribute) 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) ToolParameters (class in nat.data_models.intermediate_step) tools (BaseAgent attribute) (ChatRequest attribute) (ToolUselist attribute) (TrajectoryEvaluator attribute) tools_dict (ReActAgentGraph attribute) (ReWOOAgentGraph attribute) tools_schema (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) (NIMModelConfig attribute) (OpenAIModelConfig attribute) topic (RetrieverConfig attribute) 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 (SpanContext attribute) TraceMetadata (class in nat.data_models.intermediate_step) TRACING (ComponentEnum attribute) tracing (TelemetryConfig attribute) track_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) TREND_ALPHA (PlotConfig attribute) TREND_COLOR (PlotConfig attribute) TREND_LINE_POINTS (PlotConfig attribute) TREND_LINESTYLE (PlotConfig attribute) TREND_LINEWIDTH (PlotConfig attribute) truncate (NIMEmbedderModelConfig attribute) 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) (ResponseIntermediateStep attribute) (TextContent attribute) (ToolSchema attribute) (TypedBaseModel attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) type_ (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) union_dependencies (WheelData attribute) UNKNOWN (MCPErrorCategory attribute) (SpanKind attribute) UNKNOWN_ERROR (ErrorTypes attribute) unroll_files() (in module nat.tool.code_execution.utils) UNSET (SpanStatusCode attribute) unsubscribe() (Subscription method) 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_github_issue_async() (in module nat.tool.github_tools.update_github_issue) update_message_id (WebSocketSystemIntermediateStepMessage attribute) update_settings() (Settings method) update_status() (JobStore method) updated_at (BaseAsyncStatusResponse attribute) (JobInfo attribute) updated_files (GithubCommitCodeModelList attribute) upload_directory() (OutputUploader method) upsert_object() (InMemoryObjectStore method) (ObjectStore method) uri (CodeExecutionToolConfig attribute) (MilvusRetrieverConfig attribute) (NemoRetrieverConfig attribute) url (ImageUrl attribute) (MCPError attribute) (MCPPingResult attribute) (MCPSSEClient attribute) (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_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_openai_api (ReActAgentWorkflowConfig attribute) (ReWOOAgentWorkflowConfig attribute) use_pkce (_FlowState attribute) (OAuth2AuthCodeFlowProviderConfig 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 (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_PROMPT (in module nat.agent.react_agent.prompt) 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) 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) uuid (CallNode attribute) UUID (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute) uuid (NodeMetrics attribute) (PrefixCallNode attribute)

V

valid_concurrencies (CalcRunner attribute) 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_full_type() (RegisteredInfo 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_metric() (RagasEvaluatorConfig class method) validate_multi_llm_strategies() (MultiLLMPlanConfig method) validate_options() (HumanPromptBinary class method) validate_path() (LayeredConfig method) validate_planner_prompt() (ReWOOAgentGraph static 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_since() (GithubListIssueModel class method) validate_solver_prompt() (ReWOOAgentGraph static method) validate_strategies() (LLMAsAJudgeEditorConfig method) (LLMBasedAgentOutputSelectionConfig method) (LLMBasedAgentScoringConfig method) (LLMBasedOutputMergingConfig method) (LLMBasedPlanScoringConfig method) (LLMBasedPlanSelectionConfig method) (SingleShotMultiPlanConfig method)

validate_system_prompt() (ReActAgentGraph static method) validate_timestamp() (InteractionBase class 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() (AsyncDictionary method) vector_field (MilvusRetrieverConfig attribute) verbose (PlanSelectExecuteFunctionConfig attribute) (ReActAgentWorkflowConfig attribute) (ReasoningFunctionConfig attribute) (ReWOOAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) (TTCToolWrapperFunctionConfig attribute) verifier (_FlowState attribute) (FlowState attribute) 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_ready() (BaseExporter method) weave_eval (EvaluationRun attribute) WeaveEvaluationIntegration (class in nat.eval.utils.weave_eval) 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) 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) 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 (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_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) 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) 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)