Index

_

_active_flows (ConsoleAuthenticationFlowHandler attribute) _active_function (ContextState attribute) _active_instances (BaseExporter attribute) (IntermediateStepManager attribute) _active_isolated_exporters (ExporterManager attribute) _active_jobs (NeMoCustomizerTrainerAdapter attribute), [1], [2] _active_span_id_stack (ContextState attribute) _add_chat_route() (in module nat.front_ends.fastapi.routes.chat) _add_evaluate_item_route() (in module nat.plugins.eval.fastapi.routes) _add_evaluate_route() (in module nat.plugins.eval.fastapi.routes) _add_flow() (FastApiFrontEndPluginWorker method) _add_flow_cb (HTTPAuthenticationFlowHandler attribute) (WebSocketAuthenticationFlowHandler attribute) _add_to_accumulators() (PredictionTrieBuilder method), [1] _add_weave_feedback_route() (WeaveFastAPIPluginWorker method) _agent_card (A2ABaseClient attribute) (A2ACredentialService attribute) _agent_card_path (A2ABaseClient attribute) _agent_config (ATIFStreamConverter attribute) _aget_relevant_documents() (NemoLangchainRetriever method) _ainvoke() (Function method) (LambdaFunction method) (LanggraphWrapperFunction method) _ainvoke_fn (LambdaFunction attribute) _all_trajectories (NeMoCustomizerTrainer attribute), [1] _allow_default_user_id_for_tool_calls (MCPFunctionGroup attribute) _ALLOW_NONE (EnvConfigValue attribute) _analyze_chunk() (PreToolVerifierMiddleware method) _analyze_content() (ContentSafetyGuardMiddleware method) (OutputVerifierMiddleware method) (PIIDefenseMiddleware method) (PreToolVerifierMiddleware method) _analyzer (PIIDefenseMiddleware attribute) _annotation_allows_none() (in module nat.plugins.mcp.client.client_impl) _anonymizer (PIIDefenseMiddleware attribute) _app (_FastApiFrontEndController attribute) _apply_diversity_penalty() (GAPromptOptimizer static method) _apply_field_result_to_value() (DefenseMiddleware method) _apply_overrides_to_all() (RedTeamingRunner method), [1] _apply_payload_to_complex_type() (RedTeamingMiddleware method), [1] _apply_payload_to_function_value() (RedTeamingMiddleware method), [1] _apply_payload_to_function_value_with_exception() (RedTeamingMiddleware method), [1] _apply_payload_to_simple_type() (RedTeamingMiddleware method), [1] _args (MCPStdioClient attribute) _astream() (Function method) (LambdaFunction method) (LanggraphWrapperFunction method) _astream_fn (LambdaFunction attribute) _atif_sample_to_ragas() (RAGAtifEvaluator static method) _atif_to_agent_actions() (in module nat.plugins.langchain.eval.trajectory_evaluator) _atif_to_user_input() (in module nat.plugins.langchain.eval.trajectory_evaluator) _attach_middleware_everywhere() (RedTeamingRunner method), [1] _attack_payload (RedTeamingMiddleware attribute), [1] _attempt_token_refresh() (OAuth2AuthCodeFlowProvider method) _attributes (OtelSpan attribute) (WeaveExporter attribute) _auth_callback (MCPOAuth2Provider attribute) (OAuth2AuthCodeFlowProvider attribute) _auth_code_provider (MCPOAuth2Provider attribute) _auth_flow_timeout (MCPBaseClient attribute) _auth_lock (A2ACredentialService attribute) _auth_provider (A2ABaseClient attribute) (A2ACredentialService attribute) (MCPBaseClient attribute) _auth_providers (WorkflowBuilder attribute) _auth_timeout_seconds (HTTPAuthenticationFlowHandler attribute) (WebSocketAuthenticationFlowHandler attribute) _authenticate() (A2ACredentialService method) _authenticated_tokens (HTTPBasicAuthProvider attribute) _authorization_base_url() (DiscoverOAuth2Endpoints method) (DynamicClientRegistration method) _backfill_feedback_for_unlinked_items() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _base_output_dir (RedTeamingRunner attribute), [1] _base_url (A2ABaseClient attribute) _batch_lock (BatchingProcessor attribute) _batch_queue (BatchingProcessor attribute) _batch_size (BatchingProcessor attribute) _batches_created (BatchingProcessor attribute) _bearer_token_validator (IntrospectionTokenVerifier attribute) _bound_params (MilvusRetriever attribute) (NemoRetriever attribute) _branches (RouterAgentGraph attribute) _branches_dict (RouterAgentGraph attribute) _bucket_name (MySQLObjectStore attribute) (RedisObjectStore attribute) _build_annotations_from_schema() (in module nat.plugins.fastmcp.server.tool_converter) _build_auth_callback() (HTTPInteractiveRunner method) _build_base_name() (LangSmithOptimizationCallback method) _build_component_allowlists() (DynamicFunctionMiddleware method) _build_create_kwargs() (in module nat.plugins.langchain.eval.langsmith_judge) _build_eval_callback_manager() (in module nat.plugins.eval.cli.evaluate) _build_evaluation_configs() (RedTeamingRunner method), [1] _build_flat_results() (RedTeamingRunner method), [1] _build_function() (WorkflowBuilder method) _build_function_group() (WorkflowBuilder method) _build_function_group_impl() (in module nat.builder.workflow_builder) _build_function_impl() (in module nat.builder.workflow_builder) _build_graph() (BaseAgent method) (DualNodeAgent method) (ReWOOAgentGraph method) (RouterAgentGraph method) (ToolCallAgentGraph method) _build_hitl_callback() (HTTPInteractiveRunner method) _build_input_schema() (in module nat.plugins.fastmcp.server.tool_converter) _build_interactive_runner() (in module nat.front_ends.fastapi.routes.common_utils) _build_langsmith_eval_callback() (in module nat.plugins.langchain.langsmith.register) _build_langsmith_optimizer_callback() (in module nat.plugins.langchain.langsmith.register) _build_llm_call_patch() (SemanticKernelProfilerHandler method) _build_optimizer_callback_manager() (in module nat.plugins.config_optimizer.optimizer_runtime) _build_params() (StartCommandGroup method) _build_path() (PredictionTrieBuilder method), [1] _build_path_aware_discovery_urls() (DiscoverOAuth2Endpoints method) _build_per_user_function() (PerUserWorkflowBuilder method) _build_per_user_function_group() (PerUserWorkflowBuilder method) _build_redirect_app() (ConsoleAuthenticationFlowHandler method) _build_run_metadata() (FileEvalCallback static method) _build_sibling_map() (PredictionTrieBuilder static method), [1] _build_signature_from_schema() (in module nat.plugins.fastmcp.server.tool_converter) _build_tool_call_patch() (SemanticKernelProfilerHandler method) _build_trajectories() (DPOTrajectoryBuilder method), [1], [2] _build_typevar_mapping() (TypeIntrospectionMixin method) _build_user_metrics() (PerUserMetricsCollector method) _build_weave_eval_callback() (in module nat.plugins.weave.register) _builder (A2AClientFunctionGroup attribute) (DynamicFunctionMiddleware attribute) (MCPOAuth2Provider attribute) (SyncBuilder attribute) _builder_get_auth_provider (DynamicFunctionMiddleware attribute) _builder_get_embedder (DynamicFunctionMiddleware attribute) _builder_get_function (DynamicFunctionMiddleware attribute) _builder_get_llm (DynamicFunctionMiddleware attribute) _builder_get_memory (DynamicFunctionMiddleware attribute) _builder_get_object_store (DynamicFunctionMiddleware attribute) _builder_get_retriever (DynamicFunctionMiddleware attribute) _builder_llms (SemanticKernelProfilerHandler attribute) _cache (CacheMiddleware attribute) (EvalAtifAdapter attribute) (ModelCache attribute) _cache_control_mode (_DynamoTransport attribute) _cache_key() (EvalAtifAdapter static method) _cache_pin_type (_DynamoTransport attribute) _cached_auth_result (A2ACredentialService attribute) _cached_credentials (MCPOAuth2Provider attribute) _cached_endpoints (DiscoverOAuth2Endpoints attribute) (MCPOAuth2Provider attribute) _cached_token (ServiceAccountTokenClient attribute) _calc_fit_and_gpu_estimate() (CalcRunner method) _calc_gpu_estimates_based_on_slope() (CalcRunner method) _calc_gpu_estimates_per_concurrency() (CalcRunner method) _calculate_insertion_position() (ProcessingExporter method) _calculate_validation_metrics() (Trainer method), [1], [2] _call_count (RedTeamingMiddleware attribute), [1] _call_counts (_DynamoTransport attribute) _call_counts_lock (_DynamoTransport attribute) _call_limit (RedTeamingMiddleware attribute), [1] _call_llm() (BaseAgent method) _call_openevals_function() (LangSmithEvaluatorAdapter method) _call_run_evaluator() (LangSmithEvaluatorAdapter method) _call_run_example_function() (LangSmithEvaluatorAdapter method) _call_tool() (BaseAgent method) _callbacks (EvalCallbackManager attribute) (OptimizerCallbackManager attribute) _CallTiming (class in nat.plugins.profiler.runtime_evaluator.evaluate) _cancel_tasks() (BaseExporter method) _chat_request_or_message_to_chat_request() (in module nat.data_models.api_server) _chat_request_or_message_to_string() (in module nat.data_models.api_server) _chat_request_to_chat_request_or_message() (in module nat.data_models.api_server) _chat_response_chunk_to_string() (in module nat.data_models.api_server) _ChatEndpointMethod (class in nat.front_ends.fastapi.routes.chat) _ChatEndpointType (class in nat.front_ends.fastapi.routes.chat) _check_backwards_compatibility_function_name() (PerUserWorkflowBuilder method) (WorkflowBuilder method) _check_field_support() (GatedFieldMixin class method) _check_jwt_policies() (BearerTokenValidator method) _check_opaque_policies() (BearerTokenValidator method) _check_pipeline_locked() (ProcessingExporter method) _check_processor_compatibility() (ProcessingExporter method) _check_scaling_strategy() (TruncationRetryConfig method) _chunk_to_message() (in module nat.plugins.langchain.agent.tool_calling_agent.agent) _cleanup() (BaseExporter method) (ProcessingExporter method) (SpanExporter method) (WeaveExporter method) _cleanup_check_interval (MCPFunctionGroup attribute) _cleanup_dead_references() (ResourceConflictMixin method) _cleanup_inactive_per_user_builders() (SessionManager method) _cleanup_inactive_sessions() (MCPFunctionGroup method) _cleanup_instance_tracking() (BaseExporter class method) (IntermediateStepManager class method) _cleanup_isolated_exporters() (ExporterManager method) _cleanup_model() (in module nat.llm.huggingface_llm) _cleanup_old_files() (FileExportMixin method) _cleanup_old_files_sync() (FileExportMixin method) _cleanup_on_init (FileExportMixin attribute) _cleanup_single_exporter() (ExporterManager method) _cleanup_weave_calls() (WeaveExporter method) _clear_exception_context() (in module nat.utils.exception_handlers.automatic_retries) _client (A2ABaseClient attribute) (A2AClientFunctionGroup attribute) (LangSmithEvaluationCallback attribute) (LangSmithOptimizationCallback attribute) (Mem0Editor attribute) (MilvusRetriever attribute) (RedisEditor attribute) (RedisObjectStore attribute) (S3ObjectStore attribute) (ZepEditor attribute) _client_args (S3ObjectStore attribute) _client_config (MCPFunctionGroup attribute) _client_context (S3ObjectStore attribute) _client_id (SpanToDFWRecordProcessor attribute), [1] _close_autogen_client() (in module nat.plugins.autogen.llm) _closed (AsyncIOProducerConsumerQueue attribute) (Subject attribute) _cluster (FastApiFrontEndPlugin attribute) _CODE_ATTRS (in module nat.utils.exception_handlers.automatic_retries) _code_matches() (in module nat.utils.exception_handlers.automatic_retries) _coerce_nvext_prefix_iat() (DynamoModelConfig class method) _coerce_nvext_prefix_osl() (DynamoModelConfig class method) _coerce_output() (NatLangChainRagasLLMAdapter static method) _coerce_text() (in module nat.plugins.langchain.eval.trajectory_evaluator) _coerce_trajectory() (EvalAtifAdapter method) _collect_all_mixin_configs() (GatedFieldMixin class method) _collect_candidates() (DPOTrajectoryBuilder method), [1], [2] _collect_mcp_client_tool_list() (in module nat.plugins.mcp.client.fastapi_routes) _collection_history (NeMoCustomizerTrainer attribute), [1] _command (MCPStdioClient attribute) _commands (StartCommandGroup attribute) _component_allowlists (DynamicFunctionMiddleware attribute) _component_group_order (in module nat.builder.component_utils) _component_type (ComponentDiscoveryMetadata attribute) _compute_confidence_intervals() (ProfilerRunner method) _compute_fitness() (GAPromptOptimizer method) _compute_llm_latency_confidence_intervals() (ProfilerRunner method) _compute_logical_positions() (PredictionTrieBuilder static method), [1] _compute_parallel_slack() (PredictionTrieBuilder static method), [1] _compute_result_summary() (RedTeamingRunner method), [1] _compute_sensitivity_scores() (PredictionTrieBuilder method), [1] _compute_throughput_estimates() (ProfilerRunner method) _compute_usage_stats() (EvaluationRun method) _compute_workflow_run_time_confidence_intervals() (ProfilerRunner method) _config (AuthProviderBase attribute) (DynamicFunctionMiddleware attribute) (FastApiFrontEndPluginWorkerBase attribute) (FunctionGroup attribute) (LoggingMiddleware attribute) (SessionManager attribute) _config_file_path (FastApiFrontEndPluginWorkerBase attribute) _configuration_directory (Settings attribute) _configure_component_function_middleware() (DynamicFunctionMiddleware method) _configure_logging() (in module nat.front_ends.fastapi.async_jobs.async_job) _configured_middleware (Function attribute) _conn_pool (MySQLObjectStore attribute) _connection_established (MCPBaseClient attribute) _construct_authentication_header() (APIKeyAuthProvider method) _construct_trajectory_groups() (ARTTrainerAdapter method) _contains_typevar() (TypeIntrospectionMixin method) _content_part_to_text() (TunableRagEvaluator static method) _context (AutoMemoryWrapperGraph attribute) (Function attribute) (FunctionMiddlewareChain attribute), [1] (Runner attribute) (SessionManager attribute) _context_state (BaseExporter attribute) (Context attribute) (IntermediateStepManager attribute) (RedactionContext attribute), [1] (RedactionManager attribute) (Runner attribute) (SessionManager attribute) (UserInteractionManager attribute) (Workflow attribute) (WorkflowBuilder attribute) _continue_pipeline_after() (ProcessingExporter method) _conversation_handlers (FastApiFrontEndPluginWorker attribute) _conversation_id (WebSocketMessageHandler attribute) _convert() (TypeConverter method) _convert_input() (FunctionBase method) _converter (EvalAtifAdapter attribute) (FunctionBase attribute) (ProfilerRunner attribute) _converter_list (FunctionBase attribute) _converters (TypeConverter attribute) _count_instances_of_type() (MemoryProfiler method) _create_auth_from_json() (in module nat.plugins.a2a.cli.commands) _create_authorization_url() (ConsoleAuthenticationFlowHandler method) (HTTPAuthenticationFlowHandler method) (WebSocketAuthenticationFlowHandler method) _create_batch() (BatchingProcessor method) _create_bearer_token_auth() (in module nat.plugins.a2a.cli.commands) _create_bearer_token_auth_config() (in module nat.plugins.mcp.cli.commands) _create_combined_validator() (GatedFieldMixin class method) _create_dataset_with_examples() (LangSmithOptimizationCallback method) _create_ddl_collection() (MilvusVectorStore method) _create_doc_collection() (MilvusVectorStore method) _create_export_task() (ProcessingExporter method) _create_gated_field_validator() (GatedFieldMixin class method) _create_high_level_function() (A2AClientFunctionGroup method) _create_http_client() (in module nat.llm.utils.http_client) _create_httpx_client_with_dynamo_hooks() (in module nat.llm.dynamo_llm) _create_job() (JobStore method), [1] _create_llm_wrapper() (AutoGenProfilerHandler method) _create_mcp_client_config() (in module nat.plugins.mcp.cli.commands) _create_memory_item() (RedisEditor method) _create_metadata_injection_client() (in module nat.llm.utils.hooks) _create_oauth_client() (HTTPAuthenticationFlowHandler method) _create_reward_plot() (ARTTrainer method) _create_run_feedback_for_unlinked_items() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _create_session_client() (MCPFunctionGroup method) _create_session_manager() (FastApiFrontEndPluginWorker method) _create_sql_collection() (MilvusVectorStore method) _create_stream_wrapper() (AutoGenProfilerHandler method) _create_tool_wrapper() (AutoGenProfilerHandler method) _create_weave_call() (WeaveExporter method) _create_with_shared_registry() (ExporterManager class method) _CredBase (class in nat.data_models.authentication) _credential (BasicUserInfo attribute) _current_builder_context (in module nat.builder.builder) _current_max_tokens (ToolCallAgentGraph attribute) _curriculum_state (Trainer attribute), [1], [2] _custom_headers (MCPStreamableHTTPClient attribute) _cycler (_ResponseChooser attribute) _dask_available (FastApiFrontEndPluginWorkerBase attribute) _dataset_id (LangSmithEvaluationCallback attribute) (LangSmithOptimizationCallback attribute) _dataset_loaders (WorkflowEvalBuilder attribute) _dataset_name (LangSmithEvaluationCallback attribute) (LangSmithOptimizationCallback attribute) _dataset_name_hint (LangSmithOptimizationCallback attribute) _db (RedisObjectStore attribute) _db_url (FastApiFrontEndPluginWorkerBase attribute) _dedupe_adjacent_actions() (in module nat.plugins.langchain.eval.trajectory_evaluator) _deduplicate_trajectories() (NeMoCustomizerTrainer method), [1] _deep_copy_args() (in module nat.utils.exception_handlers.automatic_retries) _deep_merge_dict() (in module nat.plugins.config_optimizer.update_helpers) _default_add_routes() (FastMCPFrontEndPluginWorkerBase method) (MCPFrontEndPluginWorkerBase method) _DEFAULT_EVENT_FILTER (in module nat.plugins.langchain.eval.trajectory_evaluator) _DEFAULT_LATENCY_SENSITIVITY (in module nat.llm.dynamo_llm) _default_params (MilvusRetriever attribute) _default_user_id (MCPFunctionGroup attribute) _delay_ms (_ResponseChooser attribute) _dependencies (ChildBuilder attribute) _deploy_model() (NeMoCustomizerTrainerAdapter method), [1], [2] _deserialize_node() (in module nat.profiler.prediction_trie.serialization) _detect_convention() (in module nat.plugins.langchain.eval.langsmith_custom_evaluator) _detect_template_format() (LangSmithOptimizationCallback class method) _dict (AsyncDictionary attribute) (AsyncSafeWeakKeyDictionary attribute) _discover_and_register() (MCPOAuth2Provider method) _discover_and_register_auth_provider() (DynamicFunctionMiddleware method) _discover_and_register_embedder() (DynamicFunctionMiddleware method) _discover_and_register_function() (DynamicFunctionMiddleware method) _discover_and_register_llm() (DynamicFunctionMiddleware method) _discover_and_register_memory() (DynamicFunctionMiddleware method) _discover_and_register_object_store() (DynamicFunctionMiddleware method) _discover_and_register_retriever() (DynamicFunctionMiddleware method) _discover_functions() (DynamicFunctionMiddleware method) _discover_signature_method() (TypeIntrospectionMixin method) _discover_via_issuer_or_base() (DiscoverOAuth2Endpoints method) _discover_workflow() (DynamicFunctionMiddleware method) _discoverer (MCPOAuth2Provider attribute) _discovery_cache_ttl (BearerTokenValidator attribute) _discovery_metadata (AbstractRegistryHandler attribute) _disposed (Subject attribute) _do_compute_annotation() (TypeRegistry method) _done (BatchingProcessor attribute) _done_callback (BatchingProcessor attribute) _drop_invalid_none_values() (in module nat.plugins.mcp.client.client_impl) _drop_nones (ProcessingExporter attribute) _drop_on_overflow (BatchingProcessor attribute) _dropped_attributes (OtelSpan attribute) _dropped_events (OtelSpan attribute) _dropped_links (OtelSpan attribute) _DynamoTransport (class in nat.llm.dynamo_llm) _eager_link_run_to_item() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _editor (MemoryIOBase attribute) _effective_config (LayeredConfig attribute) _effective_scopes (MCPOAuth2Provider property) _elastic_client (ElasticsearchMixin attribute) _embedder (MilvusRetriever attribute) (RedisEditor attribute) _embedder_client_framework_to_provider (TypeRegistry attribute) _embedder_client_provider_to_framework (TypeRegistry attribute) _embedders (WorkflowBuilder attribute) _emit_mcp_json() (in module nat.plugins.fastmcp.cli.commands) _emitted_steps (ATIFStreamConverter attribute) _enable_rolling (FileExportMixin attribute) _enabled_mode (CacheMiddleware attribute) _end_time (OtelSpan attribute) _ended (OtelSpan attribute) _endpoint (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _ensure_cache() (EvalAtifAdapter method) _ensure_collections_created() (MilvusVectorStore method) _ensure_dataset() (LangSmithOptimizationCallback method) _ensure_namespaces_exist() (NeMoCustomizerTrainerAdapter method), [1], [2] _ensure_plugins_loaded() (ToolTestRunner method), [1] _ensure_registry_owned() (ExporterManager method) _ensure_tracing() (MemoryProfiler method) _ensure_user_exists() (ZepEditor method) _ensure_verification_path() (OAuth2ResourceServerConfig method) _entity (WeaveExporter attribute) _entity_client (NeMoCustomizerTrainerAdapter attribute), [1], [2] _entry_fn (Runner attribute) (Workflow attribute) _entry_function (SessionManager attribute) _env (MCPStdioClient attribute) _ENV_KEY (EnvConfigValue attribute) _ENV_KEY_OVERRIDE (EnvConfigValue attribute) _error (Subject attribute) _estimate_indexing_time() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _estimate_retry_budget() (LangSmithOptimizationCallback class method) _eval_builder (FastApiFrontEndPluginWorker attribute) _eval_input_item_to_ragas() (RAGEvaluator method) _eval_input_to_dataframe() (DatasetHandler method) _evaluate_filter_condition() (RedTeamingEvaluator method) _evaluate_item_core() (TunableRagEvaluator method) _evaluate_population() (GAPromptOptimizer method) _evaluate_single() (EvaluationHarness method), [1] _evaluate_single_given_trial() (GAPromptOptimizer method) _evaluate_with_trajectory() (TrajectoryEvaluator method) _evaluation_prompt() (RedTeamingEvaluator method) _evaluator (LangSmithEvaluatorAdapter attribute) _EvaluatorConvention (class in nat.plugins.langchain.eval.langsmith_evaluator_adapter) _evaluators (FastApiFrontEndPluginWorker attribute) (WorkflowEvalBuilder attribute) _event_stream (ContextState attribute) _events (OtelSpan attribute) _example_ids (LangSmithEvaluationCallback attribute) (LangSmithOptimizationCallback attribute) _execute_single_tool() (ReWOOAgentGraph method) _execution_store (FastApiFrontEndPluginWorker attribute) _ExecutionAcceptedBase (class in nat.data_models.interactive_http) _executions (ExecutionStore attribute) _ExecutionStatusBase (class in nat.data_models.interactive_http) _exit_stack (MCPBaseClient attribute) (PerUserWorkflowBuilder attribute) (WorkflowBuilder attribute) _experiment_prefix (LangSmithEvaluationCallback attribute) (LangSmithOptimizationCallback attribute) _export_contract (DFWExporter attribute) _export_final_item() (ProcessingExporter method) _export_with_processing() (ProcessingExporter method) _exporter (DynamicTraceExporterOptWrite attribute) (PhoenixMixin attribute) (RagaAICatalystMixin attribute) _exporter_manager (Runner attribute) (Workflow attribute) _exporter_registry (ExporterManager attribute) _extra_fields (LangSmithEvaluatorAdapter attribute) _extract_audience_from_claims() (BearerTokenValidator method) _extract_audience_from_introspection() (BearerTokenValidator method) _extract_between_separators() (in module nat.tool.code_execution.utils) _extract_chat_response() (AutoGenProfilerHandler method) _extract_component_attributes() (DynamicFunctionMiddleware method) _extract_content (in module nat.plugins.adk.adk_parser) (in module nat.plugins.langchain.langchain_parser) (in module nat.plugins.llama_index.llama_index_parser) _extract_credential_for_scheme() (A2ACredentialService method) _extract_field() (in module nat.plugins.langchain.eval.utils) _extract_field_from_value() (DefenseMiddleware method) _extract_from_www_authenticate_header() (DiscoverOAuth2Endpoints method) _extract_input_message() (WeaveExporter method) _extract_input_obj() (RAGEvaluator method) _extract_input_output_types() (TypeIntrospectionMixin method) _extract_input_text() (AutoGenProfilerHandler method) _extract_instance_types_from_mro() (TypeIntrospectionMixin method) _extract_json_from_response() (OutputVerifierMiddleware method) (PreToolVerifierMiddleware method) _extract_last_user_message_content() (WebSocketMessageHandler method) _extract_llm_contexts() (PredictionTrieBuilder method), [1] _extract_model_info() (StrandsProfilerHandler method) _extract_model_name() (AutoGenProfilerHandler method) _extract_output_message() (WeaveExporter method) _extract_output_text() (AutoGenProfilerHandler method) _extract_prompt() (DPOTrajectoryBuilder method), [1], [2] _extract_score_from_parser_error() (in module nat.plugins.langchain.eval.trajectory_evaluator) _extract_status_code() (in module nat.utils.exception_handlers.automatic_retries) _extract_text_from_event() (StrandsProfilerHandler method) _extract_token_base_model() (LangchainProfilerHandler method) _extract_token_usage() (LlamaIndexProfilerHandler static method) _extract_token_usage_meta() (LinearModel method), [1] (RandomForestModel method), [1] _extract_tool_call_from_event() (StrandsProfilerHandler method) _extract_tool_info() (StrandsToolInstrumentationHook method) _extract_tools_schema() (in module nat.plugins.langchain.callback_handler) _extract_types_from_signature_method() (TypeIntrospectionMixin method) _extract_unsafe_categories() (ContentSafetyGuardMiddleware method) _extract_url() (in module nat.plugins.mcp.exception_handler) _extract_usage() (AutoGenProfilerHandler method) _extract_usage_from_event() (StrandsProfilerHandler method) _FastApiFrontEndController (class in nat.front_ends.fastapi.fastapi_front_end_controller) _fetch_jwks() (BearerTokenValidator method) _fetch_new_token() (ServiceAccountTokenClient method) _fetch_pr_issuer() (DiscoverOAuth2Endpoints method) _filepath (FileExportMixin attribute) _filter_change_set() (in module nat.plugins.fastmcp.cli.utils) _filter_criteria (LogFilter attribute) _filter_fn (FunctionGroup attribute) _finalize_tool_call() (StrandsProfilerHandler method) _find_blocking_key() (GatedFieldMixin class method) _find_middle_sentence_index() (RedTeamingMiddleware method), [1] _find_red_teaming_evaluator_results() (RedTeamingRunner method), [1] _find_similar_key() (CacheMiddleware method) _find_unlinked_items_for_feedback_fallback() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _finish_weave_call() (WeaveExporter method) _first_write (FileExportMixin attribute) _flatten() (in module nat.retriever.nemo_retriever.retriever) _flatten_features() (LinearModel method), [1] (RandomForestModel method), [1] _flow_handler (DiscoverOAuth2Endpoints attribute) (MCPOAuth2Provider attribute) (WebSocketMessageHandler attribute) _flows (ConsoleAuthenticationFlowHandler attribute) _FlowState (class in nat.front_ends.console.authentication_flow_handler) _flush_interval (BatchingProcessor attribute) _flush_pending() (ATIFStreamConverter method) _flush_task (BatchingProcessor attribute) _fn (NATFunctionAgentTool attribute) _fn_should_be_included() (FunctionGroup method) _format_attributes() (OtelSpan static method) _format_branch_error() (in module nat.plugins.langchain.control_flow.parallel_executor) _format_conflict_error() (FileExportMixin method) (ResourceConflictMixin method) _format_context() (OtelSpan static method) _format_events() (OtelSpan static method) _format_links() (OtelSpan static method) _format_main_function_description() (A2AClientFunctionGroup method) _format_output() (in module nat.front_ends.console.console_front_end_plugin) _format_params() (LangSmithOptimizationCallback static method) _format_prompt() (NeMoCustomizerTrainerAdapter method), [1], [2] _FRAMEWORK_REGEX_MAP (in module nat.plugins.profiler.utils) _from_api_key() (UserInfo class method) _from_auth_payload() (UserManager static method) _from_jwt() (UserInfo class method) _from_session_cookie() (UserInfo class method) _front_end_config (FastApiFrontEndPluginWorkerBase attribute) (FrontEndBase attribute) _full_config (FrontEndBase attribute) _function_groups (WorkflowBuilder attribute) _function_path_stack (ContextState attribute) _functions (FunctionGroup attribute) (MockBuilder attribute) (WorkflowBuilder attribute) _ga_prompt_optimizer_build() (in module nat.plugins.config_optimizer.register) _gc (WeaveExporter attribute) _generate_best_vs_worst_pair() (DPOTrajectoryBuilder method), [1], [2] _generate_exhaustive_pairs() (DPOTrajectoryBuilder method), [1], [2] _generate_nonzero_span_id() (in module nat.data_models.span) _generate_nonzero_trace_id() (in module nat.data_models.span) _generate_plan_for_temperature() (MultiLLMPlanner method) _generate_plans_for_llm() (MultiLLMPlanner method) _generate_preference_pairs() (DPOTrajectoryBuilder method), [1], [2] _generate_response() (MultiLLMGeneration 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_security_schemes() (A2AFrontEndPluginWorker method) _generate_valid_classname() (in module nat.cli.commands.workflow.workflow_commands) _generated_workflow_configs (RedTeamingRunner attribute), [1] _GenerateEndpointMethod (class in nat.front_ends.fastapi.routes.generate) _GenerateEndpointType (class in nat.front_ends.fastapi.routes.generate) _get_agent_info() (A2AClientFunctionGroup method) _get_all_but_excluded_functions() (FunctionGroup method) _get_all_functions() (A2AFrontEndPluginWorker method) (FastMCPFrontEndPluginWorkerBase method) (MCPFrontEndPluginWorkerBase method) _get_annotated_type() (in module nat.builder.function_info) _get_api_key_header() (UserManager static method) _get_auth_header() (UserManager static method) _get_auth_headers() (AuthAdapter method) _get_branch() (RouterAgentGraph method) _get_builder_get_auth_provider() (DynamicFunctionMiddleware method) _get_builder_get_embedder() (DynamicFunctionMiddleware method) _get_builder_get_function() (DynamicFunctionMiddleware method) _get_builder_get_llm() (DynamicFunctionMiddleware method) _get_builder_get_memory_client() (DynamicFunctionMiddleware method) _get_builder_get_object_store() (DynamicFunctionMiddleware method) _get_builder_get_retriever() (DynamicFunctionMiddleware method) _get_callable_functions() (DynamicFunctionMiddleware method) _get_chat_history() (BaseAgent method) _get_current_depth() (DynamoPrefixContext class method) _get_current_level_status() (ReWOOAgentGraph static method) _get_description_from_config() (in module nat.tool.retriever) _get_enabled_metrics() (DynamoMetricsCollector method) _get_execute_url() (LocalSandbox method) (PistonSandbox method) (Sandbox method) _get_exit_stack() (PerUserWorkflowBuilder method) (WorkflowBuilder method) _get_field_default() (in module nat.plugins.fastmcp.server.tool_converter) _get_fn_name() (FunctionGroup method) _get_function_output_type() (in module nat.plugins.langchain.control_flow.sequential_executor) _get_input_validator() (TypeIntrospectionMixin method) _get_key() (ObjectStoreTokenStorage method) _get_llm() (ContentSafetyGuardMiddleware method) (OutputVerifierMiddleware method) (PreToolVerifierMiddleware method) _get_llm_endpoint_info() (in module nat.plugins.eval.runtime.llm_validator) _get_llm_for_defense() (DefenseMiddleware method) _get_lock() (ServiceAccountTokenClient method) (VannaSingleton class method) _get_mcp_session_id (MCPStreamableHTTPClient attribute) _get_memory_instance() (MemMachineEditor method) _get_missing_eval_callback_install_hint() (in module nat.plugins.eval.cli.evaluate) _get_module_name() (in module nat.cli.commands.workflow.workflow_commands) _get_nat_dependency() (in module nat.cli.commands.workflow.workflow_commands) _get_nat_version() (in module nat.cli.commands.workflow.workflow_commands) _get_observability_trace_id_from_context() (MessageValidator method) _get_oidc_configuration() (BearerTokenValidator method) _get_or_create_depth_map() (DynamoPrefixContext class method) _get_or_create_enum() (in module nat.plugins.mcp.utils) _get_or_create_node() (PredictionTrieBuilder method), [1] _get_or_create_per_user_builder() (SessionManager method) _get_origin_or_base() (in module nat.data_models.common) _get_output_validator() (TypeIntrospectionMixin method) _get_prediction() (PredictionTrieLookup method) _get_prompt_repo_name() (LangSmithOptimizationCallback method) _get_random_session_id() (MCPFunctionGroup method) _get_registry() (in module nat.plugins.langchain.eval.langsmith_evaluator) _get_relevant_documents() (NemoLangchainRetriever method) _get_resource_identifiers() (FileExportMixin method) (ResourceConflictMixin method) _get_risk_color() (in module nat.plugins.security.eval.runners.red_teaming_runner.report_utils) _get_run_input_str() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _get_run_number() (LangSmithOptimizationCallback method) _get_scheme_definition() (A2ACredentialService method) _get_session_client() (MCPFunctionGroup method) _get_session_cookie() (UserManager static method) _get_session_id_from_context() (MCPFunctionGroup method) _get_shared_instrumentation_scope() (in module nat.plugins.opentelemetry.span_converter) _get_shared_resource() (in module nat.plugins.opentelemetry.span_converter) _get_skills() (A2AClientFunctionGroup method) _get_store() (ObjectStoreTests method) _get_string_value() (in module observability.processor.trace_conversion.span_to_dfw) _get_system_timezone() (in module nat.tool.datetime_tools) _get_timezone_from_headers() (in module nat.tool.datetime_tools) _get_timezone_obj() (in module nat.tool.datetime_tools) _get_token_usage() (ToolCallAgentGraph method) _get_tool() (ReActAgentGraph method) (ReWOOAgentGraph method) _get_tool_call_timeout() (MCPBaseClient method) _get_union_info() (TypeIntrospectionMixin method) _get_user_id_from_context() (AutoMemoryWrapperGraph method) (SessionManager method) _get_worker_instance() (A2AFrontEndPlugin method) (FastMCPFrontEndPlugin method) (MCPFrontEndPlugin method) _get_workflow_alias() (EvaluationRun method) _get_workflow_time_window() (ProfilerRunner method) _glob_matches() (in module nat.plugins.fastmcp.cli.utils) _global_converter (GlobalTypeConverter attribute) _global_initialized (TypeConverter attribute) _global_registry (GlobalTypeRegistry attribute) _global_settings (GlobalSettings attribute) _graph (LanggraphWrapperFunction attribute) _group_by_example() (DPOTrajectoryBuilder method), [1], [2] _handle_custom() (StepAdaptor method) _handle_custom_dataset() (DatasetHandler method) _handle_custom_schema_result() (in module nat.plugins.langchain.eval.utils) _handle_dict_result() (in module nat.plugins.langchain.eval.utils) _handle_evaluation_result() (in module nat.plugins.langchain.eval.utils) _handle_function() (StepAdaptor method) _handle_http_basic() (ConsoleAuthenticationFlowHandler static method) _handle_list_result() (in module nat.plugins.langchain.eval.utils) _handle_litellm_verify_ssl() (in module nat.llm.utils.http_client) _handle_llm() (StepAdaptor method) _handle_oauth2_auth_code_flow() (ConsoleAuthenticationFlowHandler method) (HTTPAuthenticationFlowHandler method) (MCPAuthenticationFlowHandler method) (WebSocketAuthenticationFlowHandler method) _handle_threat() (ContentSafetyGuardMiddleware method) (OutputVerifierMiddleware method) (PIIDefenseMiddleware method) (PreToolVerifierMiddleware method) _handle_tool() (StepAdaptor method) _has_cached_auth_token() (MCPBaseClient method) _has_meaningful_value() (in module nat.plugins.langchain.eval.trajectory_evaluator) _headers (RestRegistryHandler attribute) _hf_api (NeMoCustomizerTrainerAdapter attribute), [1], [2] _history (StepAdaptor attribute) _HITL_TIMEOUT_GRACE_PERIOD_SECONDS (in module nat.front_ends.fastapi.http_interactive_runner) (WebSocketMessageHandler attribute) _host (MySQLObjectStore attribute) (RedisObjectStore attribute) _http_flow_handler (FastApiFrontEndPluginWorker attribute) (FastApiFrontEndPluginWorkerBase attribute) (HTTPInteractiveRunner attribute) _httpx_auth (MCPBaseClient attribute) _httpx_client (A2ABaseClient attribute) (A2AFrontEndPluginWorker attribute) _humanize_dataset_name() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _humanize_param_name() (LangSmithOptimizationCallback static method) _HumanPromptOAuthConsent (class in nat.data_models.interactive) _iat (_DynamoTransport attribute) _IAT_CATEGORY_TO_INT (in module nat.llm.dynamo_llm) _import_evaluator() (in module nat.plugins.langchain.eval.langsmith_custom_evaluator) _import_from_dotted_path() (in module nat.plugins.langchain.eval.utils) _include_skills_in_description (A2AClientFunctionGroup attribute) _index (ElasticsearchMixin attribute) _indirect_warnings_shown (TypeConverter attribute) _info (LambdaFunction attribute) _initial_connection (MCPBaseClient attribute) _initialize_client() (WeaveEvaluationCallback method) _initialize_workflow_request() (WebSocketMessageHandler method) _inject_evaluator_config() (RedTeamingRunner method), [1] _input_message (Runner attribute) _input_message_token (Runner attribute) _input_schema (FunctionBase attribute) (MCPToolClient attribute) _instance (ADKProfilerHandler attribute) (ModelCache attribute) (VannaSingleton attribute) _instance_count (BaseExporter attribute) (IntermediateStepManager attribute) _instance_name (FunctionGroup attribute) _instrument_agent_init() (StrandsProfilerHandler method) _instrumentation_scope (OtelSpan attribute) _instrumented (ADKProfilerHandler attribute) (AutoGenProfilerHandler attribute) _interpolate_variables() (in module nat.utils.io.yaml_tools) _introspection_cache (BearerTokenValidator attribute) _invoke_branch() (in module nat.plugins.langchain.control_flow.parallel_executor) _invoke_llm() (ToolCallAgentGraph method) _invoke_maybe_sync() (in module nat.plugins.langchain.eval.langsmith_evaluator_adapter) _InvokeFnT (in module nat.builder.function) _is_404_error() (in module nat.plugins.eval.runtime.llm_validator) _is_async (MilvusRetriever attribute) _is_available() (WeaveEvaluationCallback method) _is_basic_compatible() (A2ACredentialService static method) _is_bearer_compatible() (A2ACredentialService static method) _is_chat_request_schema() (in module nat.plugins.fastmcp.server.tool_converter) _is_client (MemMachineEditor attribute) _is_closed (AsyncIOProducerConsumerQueue attribute) _is_cookie_compatible() (A2ACredentialService static method) _is_expired() (BearerTokenValidator method) _is_final (Middleware attribute), [1] _is_header_compatible() (A2ACredentialService static method) _is_https_or_localhost() (OAuth2ResourceServerConfig static method) _is_isolated_instance (BaseExporter attribute) _is_jwt_token() (BearerTokenValidator method) _is_nat_version_prerelease() (in module nat.cli.commands.workflow.workflow_commands) _is_not_yet_valid() (BearerTokenValidator method) _is_project (MemMachineEditor attribute) _is_provider_compatible_with_scheme() (A2ACredentialService method) _is_pydantic_type_compatible() (TypeIntrospectionMixin method) _is_query_compatible() (A2ACredentialService static method) _is_registry_shared (ExporterManager attribute) _is_reserved() (in module nat.front_ends.fastapi.fastapi_front_end_config) _is_target_step() (DPOTrajectoryBuilder method), [1], [2] _is_token_valid() (ServiceAccountTokenClient method) _is_valid_wrappable_function() (DynamicFunctionMiddleware method) _is_workflow_per_user (SessionManager attribute) _iso_to_epoch() (in module nat.plugins.profiler.runtime_evaluator.atif_evaluate) _isolated_instances (BaseExporter attribute)

_item_span_ids (EvaluationRun attribute) _items_dropped (BatchingProcessor attribute) _items_processed (BatchingProcessor attribute) _JINJA2_EXPR_KEYWORDS (LangSmithOptimizationCallback attribute) _JINJA2_MARKERS (LangSmithOptimizationCallback attribute) _job_output_models (NeMoCustomizerTrainerAdapter attribute), [1], [2] _job_ref (NeMoCustomizerTrainer attribute), [1] _job_refs (ARTTrainer attribute) _job_status_to_response() (in module nat.front_ends.fastapi.routes.async_generation) _job_store (FastApiFrontEndPluginWorkerBase attribute) _json_schema_from_pydantic() (in module nat.plugins.strands.tool_wrapper) _jwks_cache (BearerTokenValidator attribute) _jwks_cache_ttl (BearerTokenValidator attribute) _jwt (UserInfo attribute) _key_prefix (RedisEditor attribute) _kind (OtelSpan attribute) _langchain_llm (NatLangChainRagasLLMAdapter attribute) _langchain_message_to_nat_message() (AutoMemoryWrapperGraph static method) _last_cleanup_check (MCPFunctionGroup attribute) _last_flush_time (BatchingProcessor attribute) _last_tool_map (LlamaIndexProfilerHandler attribute) _latency_sensitivity_stack (ContextState attribute) _lazy_load_presidio() (PIIDefenseMiddleware method) _library_instrumented (in module nat.plugins.profiler.decorators.framework_wrapper) _link_otel_runs() (LangSmithOptimizationCallback method) _link_run_to_item() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _links (OtelSpan attribute) _llm (ContentSafetyGuardMiddleware attribute) (OutputVerifierMiddleware attribute) (PreToolVerifierMiddleware attribute) _llm_call_monkey_patch() (ADKProfilerHandler method) (AgnoProfilerHandler method) (CrewAIProfilerHandler method) _llm_call_tracker (in module nat.llm.prediction_context) _llm_client_framework_to_provider (TypeRegistry attribute) _llm_client_provider_to_framework (TypeRegistry attribute) _llm_context() (NatLangChainRagasLLMAdapter method) _llm_name (NatLangChainRagasLLMAdapter attribute) _llms (WorkflowBuilder attribute) _load_auth_from_config() (in module nat.plugins.a2a.cli.commands) _load_commands() (StartCommandGroup method) _load_custom_function() (EvalDatasetCustomConfig method) _load_custom_pre_eval_process_function() (DatasetHandler method) _load_file_content() (in module nat.utils.io.yaml_tools) _load_function() (MCPServiceAccountProvider method) _lock (ADKProfilerHandler attribute) (AgnoProfilerHandler attribute) (AsyncDictionary attribute) (AsyncSafeWeakKeyDictionary attribute) (AuthAdapter attribute) (AutoGenProfilerHandler attribute) (CrewAIProfilerHandler attribute) (ExecutionStore attribute) (ExporterManager attribute) (FileExportMixin attribute) (InMemoryObjectStore attribute) (LangchainProfilerHandler attribute) (LlamaIndexProfilerHandler attribute) (SemanticKernelProfilerHandler attribute) (ServiceAccountTokenClient attribute) (Subject attribute) (VannaSingleton attribute) _locks (KeyedLock attribute) _log() (MemoryProfiler method) _log_build_failure() (in module nat.builder.workflow_builder) _log_build_failure_evaluator() (WorkflowEvalBuilder method) _log_final_metrics() (NeMoCustomizerTrainer method), [1] _log_level (FastApiFrontEndPluginWorkerBase attribute) _log_metrics_to_file() (ARTTrainer method) _log_results_summary() (RedTeamingRunner method), [1] _log_tool_response() (BaseAgent method) _logger (EvaluationHarness attribute), [1] _logging_handlers (WorkflowBuilder attribute) _loop (BaseExporter attribute) _LS_MAX_RETRIES (LangSmithOptimizationCallback attribute) _LS_MIN_RETRIES (LangSmithOptimizationCallback attribute) _LS_PIPELINE_LATENCY_S (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _LS_RETRY_DELAY_S (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _LS_SAFETY_MULTIPLIER (LangSmithOptimizationCallback attribute) _LS_THROUGHPUT_RPS (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _LS_WARN_ITEM_THRESHOLD (LangSmithOptimizationCallback attribute) _LT (in module nat.data_models.common) _make_key() (RedisObjectStore method) _make_thinking_decorator() (in module nat.llm.utils.thinking) _match_and_link_otel_runs() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _match_wildcard_patterns() (DatasetFilter static method) _max_concurrency (SessionManager attribute) _MAX_EMPTY_CALLS (in module nat.plugins.agno.tool_wrapper) _max_empty_response_retries (ToolCallAgentGraph attribute) _max_file_size (FileExportMixin attribute) _max_files (FileExportMixin attribute) _max_positions (TqdmPositionRegistry attribute) _max_queue_size (BatchingProcessor attribute) _max_sensitivity (_DynamoTransport attribute) _max_truncation_retries (ToolCallAgentGraph attribute) _maybe_bind_llm_and_yield() (ReActAgentGraph method) _maybe_warn_indirect() (TypeConverter method) _mcp_server_entry() (in module nat.plugins.fastmcp.cli.commands) _memmachine (MemMachineEditor attribute) _memory_clients (WorkflowBuilder attribute) _merge_general_config() (RedTeamingRunner method), [1] _message_parent_id (MessageValidator attribute) (WebSocketMessageHandler attribute) _message_to_text() (in module nat.plugins.langchain.eval.trajectory_evaluator) (TunableRagEvaluator class method) _message_type_schema_mapping (MessageValidator attribute) _message_validator (WebSocketMessageHandler attribute) _messages_to_langchain_messages() (in module nat.tool.chat_completion) _metadata (ContextState attribute) _metadata_items (ComponentDiscoveryMetadata attribute) _metadata_stack (SpanExporter attribute) _metrics (DPOTrajectoryBuilder attribute), [1], [2] _middleware (FunctionGroup attribute) (FunctionMiddlewareChain attribute), [1] (WorkflowBuilder attribute) _middlewared_single (Function attribute) _middlewared_stream (Function attribute) _MISSING (in module nat.plugins.langchain.eval.utils) _mocks (MockBuilder attribute) _mode (FileExportMixin attribute) _model (ModelTrainer attribute) _model_internal_config (ARTTrainerAdapter attribute) _MODEL_KEYS (in module nat.data_models.thinking_mixin) _MUSTACHE_MARKERS (LangSmithOptimizationCallback attribute) _name (OtelSpan attribute) _nat_artifact (AbstractRegistryHandler attribute) _nat_chat_request_to_string() (in module nat.data_models.api_server) _nat_chat_response_to_string() (in module nat.data_models.api_server) _nat_oauth2_authenticate() (MCPOAuth2Provider method) _NEMOTRON_REGEX (in module nat.data_models.thinking_mixin) _node_accumulators (PredictionTrieBuilder attribute), [1] _NodeAccumulators (class in nat.profiler.prediction_trie.trie_builder) _normalize_generation() (GAPromptOptimizer static method) _normalize_input() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _normalize_unicode() (in module nat.front_ends.console.console_front_end_plugin) _oauth_client (ConsoleAuthenticationFlowHandler attribute) (MCPAuthenticationFlowHandler attribute) _oauth_execution_ctx (in module nat.front_ends.fastapi.auth_flow_handlers.http_flow_handler) _OAuthExecutionContext (class in nat.front_ends.fastapi.auth_flow_handlers.http_flow_handler) _object_store (InMemoryTokenStorage attribute) (ObjectStoreTokenStorage attribute) _object_stores (WorkflowBuilder attribute) _observation_result_to_text() (in module nat.plugins.ragas.rag_evaluator.atif_evaluate) _observer (Subscription attribute) _observers (Subject attribute) _oidc_config_cache (BearerTokenValidator attribute) _on_complete (Observer attribute) _on_error (Observer attribute) _on_eval_complete() (EvaluationRun method) _on_next (Observer attribute) _on_numeric_study_end() (in module nat.plugins.config_optimizer.parameters.optimizer) _on_numeric_trial_end() (in module nat.plugins.config_optimizer.parameters.optimizer) _on_prompt_study_end() (in module nat.plugins.config_optimizer.prompts.ga_prompt_optimizer) _on_prompt_trial_end() (in module nat.plugins.config_optimizer.prompts.ga_prompt_optimizer) _original_llm_call (ADKProfilerHandler attribute) (AgnoProfilerHandler attribute) (CrewAIProfilerHandler attribute) _original_tool_call (ADKProfilerHandler attribute) (SemanticKernelProfilerHandler attribute) _original_tool_execute (AgnoProfilerHandler attribute) _original_tool_use (CrewAIProfilerHandler attribute) _osl (_DynamoTransport attribute) _OSL_CATEGORY_TO_INT (in module nat.llm.dynamo_llm) _output (ActiveFunctionContextManager attribute) _outstanding_flows (FastApiFrontEndPluginWorker attribute) _outstanding_flows_lock (FastApiFrontEndPluginWorker attribute) _outstanding_spans (SpanExporter attribute) _outstanding_start_steps (IntermediateStepManager attribute) _override_prefix_id (DynamoPrefixContext attribute) _parameter_optimizer_build() (in module nat.plugins.config_optimizer.register) _ParameterOptimizerRunner (class in nat.plugins.config_optimizer.register) _parent (OtelSpan attribute) (TypeConverter attribute) _parent_client (MCPToolClient attribute) _parse_assistant_message() (in module nat.plugins.adk.adk_parser) (in module nat.plugins.langchain.langchain_parser) (in module nat.plugins.llama_index.llama_index_parser) _parse_candidate() (DPOTrajectoryBuilder method), [1], [2] _parse_dict_message() (in module nat.plugins.langchain.langchain_parser) (in module nat.plugins.llama_index.llama_index_parser) _parse_generic_message (in module nat.plugins.adk.adk_parser) (in module nat.plugins.langchain.langchain_parser) (in module nat.plugins.llama_index.llama_index_parser) _parse_guard_response() (ContentSafetyGuardMiddleware method) _parse_input_message() (in module nat.plugins.adk.adk_parser) (in module nat.plugins.langchain.langchain_parser) (in module nat.plugins.llama_index.llama_index_parser) _parse_json() (BaseAgent method) _parse_langchain_message() (in module nat.plugins.langchain.langchain_parser) _parse_planner_dependencies() (ReWOOAgentGraph static method) _parse_planner_output() (ReWOOAgentGraph static method) _parse_request_output() (LocalSandbox method) (PistonSandbox method) (Sandbox method) _parse_stream_output() (LanggraphWrapperFunction static method) _parse_tool_input() (ReActAgentGraph method) (ReWOOAgentGraph static method) _parse_tool_message() (in module nat.plugins.adk.adk_parser) (in module nat.plugins.langchain.langchain_parser) (in module nat.plugins.llama_index.llama_index_parser) _password (MySQLObjectStore attribute) (RedisObjectStore attribute) _patch_autogen_client_based_on_config() (in module nat.plugins.autogen.llm) _patch_components() (DynamicFunctionMiddleware method) _patch_get_auth_provider() (DynamicFunctionMiddleware method) _patch_get_embedder() (DynamicFunctionMiddleware method) _patch_get_function() (DynamicFunctionMiddleware method) _patch_get_llm() (DynamicFunctionMiddleware method) _patch_get_memory() (DynamicFunctionMiddleware method) _patch_get_object_store() (DynamicFunctionMiddleware method) _patch_get_retriever() (DynamicFunctionMiddleware method) _patch_llm_based_on_config() (in module nat.plugins.agno.llm) (in module nat.plugins.crewai.llm) (in module nat.plugins.langchain.llm) (in module nat.plugins.llama_index.llm) (in module nat.plugins.semantic_kernel.llm) (in module nat.plugins.strands.llm) _patch_methods (SemanticKernelProfilerHandler attribute) _patch_nim_client_for_tools() (in module nat.plugins.autogen.llm) _patched (AutoGenProfilerHandler attribute) (StrandsProfilerHandler attribute) _pattern_to_regex() (in module nat.utils.exception_handlers.automatic_retries) _payload_placement (RedTeamingMiddleware attribute), [1] _pending (ATIFStreamConverter attribute) _pending_observability_trace (WebSocketMessageHandler attribute) _per_function_filter_fn (FunctionGroup attribute) _per_user_builders (SessionManager attribute) _per_user_builders_cleanup_task (SessionManager attribute) _per_user_builders_lock (SessionManager attribute) _per_user_function_groups (PerUserWorkflowBuilder attribute) _per_user_functions (PerUserWorkflowBuilder attribute) _per_user_session_cleanup_interval (SessionManager attribute) _per_user_session_timeout (SessionManager attribute) _percentile() (MetricsAccumulator static method) _periodic_cleanup_future (FastApiFrontEndPlugin attribute) _persist_checkpoint() (GAPromptOptimizer static method) _persist_final() (GAPromptOptimizer static method) _pipeline_locked (ProcessingExporter attribute) _Placeholder (class in nat.cli.cli_utils.config_override) _populate_node_predictions() (PredictionTrieBuilder method), [1] _port (MySQLObjectStore attribute) (RedisObjectStore attribute) _positions (TqdmPositionRegistry attribute) _post_evaluate_single() (GAPromptOptimizer method) _pre_create_experiment_project() (LangSmithEvaluationCallback method) _pre_start() (BaseExporter method) (ProcessingExporter method) _prediction_inputs() (WeaveEvaluationCallback static method) _prediction_lookup (_DynamoTransport attribute) _prefix_ids_by_depth (DynamoPrefixContext attribute) _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.plugins.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_auth_message() (WebSocketMessageHandler method) _process_content_safety_detection() (ContentSafetyGuardMiddleware method) _process_end_event() (SpanExporter method) (WeaveExporter method) _process_input_verification() (PreToolVerifierMiddleware method) _process_output_verification() (OutputVerifierMiddleware method) _process_pii_detection() (PIIDefenseMiddleware method) _process_pipeline() (ProcessingExporter method) _process_start_event() (SpanExporter method) (WeaveExporter method) _process_streaming_output() (SerializeMixin method) _process_through_processors() (ProcessingExporter method) _process_validation_error() (in module nat.data_models.config) _process_websocket_user_interaction_response_message() (WebSocketMessageHandler method) _process_websocket_user_message() (WebSocketMessageHandler method) _processor (FileExporter attribute) _processor_names (ProcessingExporter attribute) _processors (ProcessingExporter attribute) _profiler_metrics() (WeaveEvaluationCallback static method) _project (FileExportMixin attribute) (LangSmithEvaluationCallback attribute) (LangSmithOptimizationCallback attribute) (PhoenixMixin attribute) (WeaveExporter attribute) _prompt_commit_urls (LangSmithOptimizationCallback attribute) _prompt_param_names (LangSmithOptimizationCallback attribute) _prompt_repo_names (LangSmithOptimizationCallback attribute) _prompt_trial_counter (LangSmithOptimizationCallback attribute) _publish_route (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _pull_route (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _push_prompt() (LangSmithOptimizationCallback method) _query_prometheus() (DynamoMetricsCollector method) _query_prometheus_instant() (DynamoMetricsCollector method) _query_prometheus_range() (DynamoMetricsCollector method) _queue_overflows (BatchingProcessor attribute) _raise_full_eval_dependency_error() (in module nat.plugins.eval.cli.evaluate) (in module nat.plugins.eval.runtime.evaluate) _RE_DOUBLE_QUOTES (in module nat.front_ends.console.console_front_end_plugin) _RE_SINGLE_QUOTES (in module nat.front_ends.console.console_front_end_plugin) _RE_UNICODE_DASHES (in module nat.front_ends.console.console_front_end_plugin) _RE_UNICODE_WHITESPACE (in module nat.front_ends.console.console_front_end_plugin) _RE_ZERO_WIDTH (in module nat.front_ends.console.console_front_end_plugin) _ready_event (BaseExporter attribute) _reasoning_to_string() (in module nat.plugins.config_optimizer.prompts.oracle_feedback) _rebuild_union() (TraceAdapterRegistry class method), [1], [2] _reconnect() (MCPBaseClient method) _reconnect_enabled (MCPBaseClient attribute) _reconnect_initial_backoff (MCPBaseClient attribute) _reconnect_lock (MCPBaseClient attribute) _reconnect_max_attempts (MCPBaseClient attribute) _reconnect_max_backoff (MCPBaseClient attribute) _redaction_context (ContextualRedactionProcessor attribute) _redirect_app (ConsoleAuthenticationFlowHandler attribute) (MCPAuthenticationFlowHandler attribute) _redirect_host (MCPAuthenticationFlowHandler attribute) _redirect_port (MCPAuthenticationFlowHandler attribute) _register_component_function() (DynamicFunctionMiddleware method) _register_function() (DynamicFunctionMiddleware method) _register_functions() (A2AClientFunctionGroup method) _register_resources() (ResourceConflictMixin method) _registered_auth_provider_infos (TypeRegistry attribute) _registered_callables (DynamicFunctionMiddleware attribute) _registered_channel_map (TypeRegistry attribute) _registered_dataset_loader_infos (TypeRegistry attribute) _registered_embedder_provider_infos (TypeRegistry attribute) _registered_eval_callbacks (TypeRegistry attribute) _registered_evaluator_infos (TypeRegistry attribute) _registered_front_end_infos (TypeRegistry attribute) _registered_front_ends (StartCommandGroup attribute) _registered_function_groups (TypeRegistry attribute) _registered_functions (TypeRegistry attribute) _registered_llm_provider_infos (TypeRegistry attribute) _registered_logging_methods (TypeRegistry attribute) _registered_memory_infos (TypeRegistry attribute) _registered_middleware (TypeRegistry attribute) _registered_object_store_infos (TypeRegistry attribute) _registered_optimizer_callbacks (TypeRegistry attribute) _registered_optimizer_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_trainer_adapter_infos (TypeRegistry attribute) _registered_trainer_infos (TypeRegistry attribute) _registered_trajectory_builder_infos (TypeRegistry attribute) _registered_ttc_strategies (TypeRegistry attribute) _registered_types (TraceAdapterRegistry attribute), [1], [2] _registrar (MCPOAuth2Provider attribute) _registration_changed() (TypeRegistry method) _registration_changed_hooks (TypeRegistry attribute) _registration_changed_hooks_active (TypeRegistry attribute) _registries (ResourceConflictMixin attribute) _registry (PerUserWorkflowBuilder attribute) (WorkflowBuilder attribute) _remove_flow() (FastApiFrontEndPluginWorker method) _remove_flow_cb (HTTPAuthenticationFlowHandler attribute) (WebSocketAuthenticationFlowHandler attribute) _remove_outliers() (in module nat.plugins.profiler.calc.calculations) _remove_route (RestRegistryHandler attribute) _removed_root_handlers (WorkflowBuilder attribute) _render_summary_html() (in module nat.plugins.security.eval.runners.red_teaming_runner.report_utils) _replace_placeholder() (ReWOOAgentGraph static method) _repr() (CallNode method) _request (RequestAttributes attribute) _require_https() (BearerTokenValidator method) _require_id_or_name() (EvalDatasetLangSmithConfig method) _require_valid_url() (OAuth2ResourceServerConfig class method) _resolve_agent_card() (A2ABaseClient method) _resolve_agent_url() (A2AFrontEndPluginWorker method) _resolve_evaluator() (in module nat.plugins.langchain.eval.langsmith_evaluator) _resolve_file_references() (in module nat.utils.io.yaml_tools) _resolve_from_auth_header() (UserManager class method) _resolve_jwks_uri() (BearerTokenValidator method) _resolve_middleware_instances() (WorkflowBuilder method) _resolve_middleware_instances_from_shared_builder() (PerUserWorkflowBuilder method) _resolve_multiple_field_matches() (DefenseMiddleware method) (RedTeamingMiddleware method), [1] _resolve_nat_cli_command() (in module nat.plugins.fastmcp.cli.commands) _resolve_oauth_endpoints() (A2AFrontEndPluginWorker method) _resolve_prompt() (in module nat.plugins.langchain.eval.langsmith_judge) _resolve_template_format() (LangSmithOptimizationCallback method) _resolve_typevar_recursively() (TypeIntrospectionMixin method) _resource (OtelSpan attribute) (OtelSpanExporter attribute), [1] _response_for_endpoint_type() (in module nat.front_ends.fastapi.routes.generate) _ResponseChooser (class in nat.test.llm) _restore_execution_state() (WebSocketMessageHandler method) _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) _retry_on_empty_response() (ToolCallAgentGraph method) _retry_on_truncation() (ToolCallAgentGraph method) _retry_request() (EvaluationRemoteWorkflowHandler method) _retry_unlinked_references() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _revalidate() (Settings method) _reward_history (ARTTrainer attribute) _roll_file() (FileExportMixin method) _root (PredictionTrieLookup attribute) _root_span_id (ContextState attribute) _run_exporter() (ExporterManager method) _run_fastmcp_cli() (in module nat.plugins.fastmcp.cli.commands) _run_gc_if_needed() (in module nat.utils.exception_handlers.automatic_retries) _run_id (ARTTrainer attribute) (NeMoCustomizerTrainer attribute), [1] _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_metrics (NeMoCustomizerTrainer attribute), [1] _run_number (LangSmithOptimizationCallback attribute) _run_periodic_cleanup() (SessionManager method) _run_single_legacy_evaluator() (EvaluationRun method) _run_with_mount() (FastMCPFrontEndPlugin method) (MCPFrontEndPlugin method) _run_workflow() (WebSocketMessageHandler method) _runnable_config (BaseAgent attribute) _runnable_with_retries() (RedTeamingEvaluator method) _running (BaseExporter attribute) (ExporterManager attribute) _running_workflow_task (WebSocketMessageHandler attribute) _runtime_type (Runner attribute) (SessionManager attribute) _runtime_type_token (Runner attribute) _s3_client (DatasetDownloader attribute) (OutputUploader attribute) _safe_exporter_count() (MemoryProfiler method) _safe_intermediate_step_manager_count() (MemoryProfiler method) _safe_isolated_exporter_count() (MemoryProfiler method) _safe_json_schema() (in module nat.plugins.fastmcp.server.tool_converter) _safe_outstanding_step_count() (MemoryProfiler method) _SAFE_SESSION_ID_RE (in module nat.front_ends.fastapi.routes.websocket) _safe_snapshot() (MemoryProfiler method) _safe_traced_memory() (MemoryProfiler method) _sample_trajectories() (NeMoCustomizerTrainer method), [1] _SAMPLED_TRACE_FLAGS (in module nat.plugins.opentelemetry.span_converter) _samples (MetricsAccumulator attribute) _save_flat_results() (RedTeamingRunner method), [1] _save_settings() (Settings method) _saved_context (Runner attribute) (Workflow attribute) _scalarize() (GAPromptOptimizer static method) _schedule_flush() (BatchingProcessor method) _scheduler_address (FastApiFrontEndPlugin attribute) (FastApiFrontEndPluginWorkerBase attribute) (JobStore attribute), [1] _schema (MySQLObjectStore property) _schema_output_mapping (WebSocketMessageHandler attribute) _schemas (SchemaRegistry attribute) _score_field (LangSmithEvaluatorAdapter attribute) _score_to_sensitivity() (PredictionTrieBuilder method), [1] _search() (MilvusRetriever method) (NemoRetriever method) _search_func (MilvusRetriever attribute) (NemoRetriever attribute) _search_route (PypiRegistryHandler attribute) (RestRegistryHandler attribute) _search_with_iterator() (MilvusRetriever method) _semaphore (Session attribute) _send_message_advanced() (A2AClientFunctionGroup method) _send_message_streaming() (A2AClientFunctionGroup method) _send_request() (Sandbox method) _sensitivity_config (PredictionTrieBuilder attribute), [1] _serialize_data() (in module nat.plugins.profiler.decorators.function_tracking) _serialize_input() (CacheMiddleware method) _serialize_node() (in module nat.profiler.prediction_trie.serialization) _serialize_payload() (SerializeMixin method) _serialize_request() (in module nat.front_ends.fastapi.routes.common_utils) _serialize_secret() (in module nat.plugins.vanna.db_utils) _server (_FastApiFrontEndController attribute) _server_background_task (_FastApiFrontEndController attribute) _server_controller (ConsoleAuthenticationFlowHandler attribute) (MCPAuthenticationFlowHandler attribute) _server_lock (ConsoleAuthenticationFlowHandler attribute) (MCPAuthenticationFlowHandler attribute) _server_task (MCPAuthenticationFlowHandler attribute) _service_token_function (MCPServiceAccountProvider attribute) _session (JobStore attribute), [1] (MCPBaseClient attribute) (MCPToolClient attribute) _session_cookie (UserInfo attribute) _session_manager (HTTPInteractiveRunner attribute) (PerUserMetricsCollector attribute) (Session attribute) (WebSocketMessageHandler attribute) _session_managers (FastApiFrontEndPluginWorker attribute) _session_rwlock (MCPFunctionGroup attribute) _session_usage_context() (MCPFunctionGroup method) _sessions (MCPFunctionGroup attribute) _set_auth_defaults() (in module nat.plugins.mcp.cli.commands) _set_custom_auth_callback() (MCPOAuth2Provider method) (OAuth2AuthCodeFlowProvider method) _set_user_id() (UserInfo method) _settings_changed() (Settings method) _settings_changed_hooks (Settings attribute) _settings_changed_hooks_active (Settings attribute) _setup_dataset() (NeMoCustomizerTrainerAdapter method), [1], [2] _setup_debug_endpoints() (FastMCPFrontEndPluginWorkerBase method) (MCPFrontEndPluginWorkerBase method) _setup_direct_mixin() (GatedFieldMixin class method) _setup_file_paths() (FileExportMixin method) _setup_health_endpoint() (FastMCPFrontEndPluginWorkerBase method) (MCPFrontEndPluginWorkerBase method) _shallow_copy_args() (in module nat.utils.exception_handlers.automatic_retries) _shared (in module nat.plugins.opentelemetry.span_converter) _shared_auth_provider (MCPFunctionGroup attribute) _shared_builder (PerUserWorkflowBuilder attribute) (SessionManager attribute) _shared_workflow (SessionManager attribute) _SharedObjects (class in nat.plugins.opentelemetry.span_converter) _should_apply_defense() (DefenseMiddleware method) _should_apply_payload() (RedTeamingMiddleware method), [1] _should_cache() (CacheMiddleware method) _should_intercept_auth_provider() (DynamicFunctionMiddleware method) _should_intercept_embedder() (DynamicFunctionMiddleware method) _should_intercept_llm() (DynamicFunctionMiddleware method) _should_intercept_memory() (DynamicFunctionMiddleware method) _should_intercept_object_store() (DynamicFunctionMiddleware method) _should_intercept_retriever() (DynamicFunctionMiddleware method) _should_refuse() (ContentSafetyGuardMiddleware 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) (SessionManager attribute) _shutdown_requested (BatchingProcessor attribute) _shutdown_timeout (BatchingProcessor attribute) (ExporterManager attribute) _SiblingSpan (class in nat.profiler.prediction_trie.trie_builder) _signature_method (ProcessingExporter attribute) (Processor attribute) _similarity_threshold (CacheMiddleware attribute) _socket (WebSocketMessageHandler attribute) _source (EnvConfigValue attribute) _span_id_to_langsmith_run_id() (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) _SPAN_PREFIX (in module nat.data_models.span) _span_prefix (SpanExporter attribute) (SpanTaggingProcessor attribute) _span_stack (SpanExporter attribute) _start() (BaseExporter method) _start_redirect_server() (ConsoleAuthenticationFlowHandler method) (MCPAuthenticationFlowHandler method) _start_time (OtelSpan attribute) _state (LangchainProfilerHandler attribute) (Runner attribute) _status (OtelSpan attribute) _status_description (OtelSpan attribute) _step_adaptor (WebSocketMessageHandler attribute) _step_id (ATIFStreamConverter attribute) _step_manager (StrandsToolInstrumentationHook attribute) _step_matches_filter() (StepAdaptor method) _stop_process() (in module nat.plugins.fastmcp.cli.commands) _stop_redirect_server() (ConsoleAuthenticationFlowHandler method) _stopped (Observer attribute) _storage (InMemoryTokenStorage attribute) _store (HTTPInteractiveRunner attribute) (InMemoryObjectStore attribute) _stream_llm() (BaseAgent method) _StreamFnT (in module nat.builder.function) _streaming (A2ABaseClient attribute) _streaming_generator_impl() (HTTPInteractiveRunner method) _string_to_chat_request_or_message() (in module nat.data_models.api_server) _string_to_nat_chat_request() (in module nat.data_models.api_server) _string_to_nat_chat_response() (in module nat.data_models.api_server) _string_to_nat_chat_response_chunk() (in module nat.data_models.api_server) _strip_strict_from_tools_deep() (in module nat.plugins.autogen.llm) _structured_llm() (NatLangChainRagasLLMAdapter method) _subject (Subscription attribute) _submit_cleanup_task() (FastApiFrontEndPlugin method) _subscribe_core() (Observable method) (Subject method) _subscription (BaseExporter attribute) _suppress_authentication_logs() (FastApiFrontEndPluginWorkerBase method) _T (in module nat.builder.function) (in module nat.data_models.streaming) (in module nat.runtime.runner) (in module nat.utils) (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) _target_field (RedTeamingMiddleware attribute), [1] _target_field_resolution_strategy (RedTeamingMiddleware attribute), [1] _target_function_or_group (RedTeamingMiddleware attribute), [1] _target_location (RedTeamingMiddleware attribute), [1] _task_timeout (A2ABaseClient attribute) _tasks (BaseExporter attribute) (ExporterManager attribute) _telemetry_exporters (WorkflowBuilder attribute) _text_io_wrapper_to_string() (in module nat.utils.type_converter) _timeout (RestRegistryHandler attribute) _timeout_config (TimeoutMiddleware attribute) _to_agent_actions() (in module nat.plugins.langchain.eval.trajectory_evaluator) _to_error_result() (in module nat.plugins.strands.tool_wrapper) _to_json_string() (SpanExporter method) _to_minimisation_matrix() (in module nat.plugins.config_optimizer.parameters.selection) _to_tool_result() (in module nat.plugins.strands.tool_wrapper) _token (PypiRegistryHandler attribute) _token_client (MCPServiceAccountProvider attribute) _token_expires_at (ServiceAccountTokenClient attribute) _token_storage (MCPOAuth2Provider attribute) _token_storage_object_store_name (MCPOAuth2Provider attribute) _tool_call_counters (in module nat.plugins.agno.tool_wrapper) _tool_call_timeout (MCPBaseClient attribute) _tool_defs_captured (ATIFStreamConverter attribute) _tool_description (MCPToolClient attribute) _tool_execute_monkey_patch() (AgnoProfilerHandler method) _tool_initialization_done (in module nat.plugins.agno.tool_wrapper) _tool_name (MCPToolClient attribute) (NATFunctionAgentTool attribute) _tool_spec (NATFunctionAgentTool attribute) _tool_start_times (StrandsToolInstrumentationHook attribute) _tool_use_monkey_patch() (ADKProfilerHandler method) (CrewAIProfilerHandler method) _tools (MCPBaseClient attribute) _total_cached (ATIFStreamConverter attribute) _total_completion (ATIFStreamConverter attribute) _total_prompt (ATIFStreamConverter attribute) _total_requests (_DynamoTransport attribute) _tournament_select() (GAPromptOptimizer static method) _trainer_adapters (WorkflowBuilder attribute) _trainers (WorkflowBuilder attribute) _training_jobs (ARTTrainerAdapter attribute) _trajectory_builders (WorkflowBuilder attribute) _trajectory_to_dpo_jsonl() (NeMoCustomizerTrainerAdapter method), [1], [2] _trajectory_to_retrieved_contexts() (in module nat.plugins.ragas.rag_evaluator.atif_evaluate) _trajectory_to_user_input() (TunableRagEvaluator class method) _transport (_DynamoTransport attribute) (MCPBaseClient attribute) _truncate_error_message() (in module nat.plugins.eval.runtime.llm_validator) _truncation_retries_remaining (ToolCallAgentGraph attribute) _truncation_scaling_fn (ToolCallAgentGraph attribute) _try_direct_conversion() (TypeConverter method) _try_indirect_conversion() (TypeConverter method) _try_indirect_convert() (TypeConverter method) _ttc_strategies (WorkflowBuilder attribute) _ttl (RedisObjectStore attribute) _ttl_seconds (ExecutionStore attribute) _type (ReActOutputParser property) _typed_model_name (TypedBaseModel attribute) _union_cache (TraceAdapterRegistry attribute), [1], [2] _unsubscribe_observer() (Subject method) (SubjectBase method) _unsubscribed (Subscription attribute) _update_accumulators() (PredictionTrieBuilder method), [1] _update_config_value() (LayeredConfig method) (RedTeamingRunner method), [1] _update_settings() (Settings method) _update_trace_source_model() (TraceAdapterRegistry class method), [1], [2] _upload_file() (OutputUploader method) _upload_to_pypi() (PypiRegistryHandler method) _url (MCPSSEClient attribute) (MCPStreamableHTTPClient attribute) _use_dask_threads (FastApiFrontEndPlugin attribute) (FastApiFrontEndPluginWorkerBase attribute) _use_env (EnvConfigValue attribute) _USE_PYDANTIC_DEFAULT (in module nat.plugins.fastmcp.server.tool_converter) (in module nat.plugins.mcp.server.tool_converter) _use_random_session_id_for_testing (MCPFunctionGroup attribute) _user_id (PerUserWorkflowBuilder attribute) (Session attribute) (UserInfo attribute) (WebSocketMessageHandler attribute) _USER_ID_NAMESPACE (in module nat.data_models.user_info) _user_info_from_basic_auth() (UserManager static method) _user_info_from_jwt() (UserManager static method) _user_info_from_session_cookie() (UserManager static method) _user_interaction (WebSocketMessageHandler attribute) _username (MySQLObjectStore attribute) _validate_base_config_for_direct_use() (RedTeamingRunner method), [1] _validate_client_auth_method() (OAuth2ResourceServerConfig class method) _validate_collection() (MilvusRetriever method) _validate_columns() (in module nat.plugins.profiler.calc.plot) (in module nat.plugins.security.eval.runners.red_teaming_runner.report_utils) _validate_configuration() (BearerTokenValidator method) _validate_dataset_exists() (RedTeamingRunner method), [1] _validate_dependencies() (WorkflowBuilder method) _validate_episode_order() (ARTTrainerAdapter method) _validate_evaluator_name() (LangSmithEvaluatorConfig method) _validate_fields_include_exclude() (FunctionGroupBaseConfig class method) _validate_file_extension() (in module nat.utils.io.yaml_tools) _validate_function_type_compatibility() (in module nat.plugins.langchain.control_flow.sequential_executor) _validate_gpu_estimation_parameters() (CalcRunner method) _validate_include_exclude() (FunctionGroupBaseConfig method) _validate_insertion_compatibility() (ProcessingExporter method) _validate_llm_response() (ToolCallAgentGraph method) _validate_message_sequence() (in module nat.finetuning.utils.parsers.base_parser) _validate_metrics_data() (CalcRunner method) _validate_mixin_parameters() (GatedFieldMixin class method) _validate_provider_compatibility() (A2ACredentialService method) _validate_reconnect_backoff() (MCPClientBaseConfig method) _validate_request() (NATWorkflowAgentExecutor method) _validate_scoring() (LangSmithJudgeConfig method) _validate_single_fn() (in module nat.builder.function_info) _validate_single_identity_source() (UserInfo method) _validate_single_llm() (in module nat.plugins.eval.runtime.llm_validator) _validate_span_id() (SpanContext class method) _validate_stream_fn() (in module nat.builder.function_info) _validate_template_format() (LangSmithOptimizationCallback class method) _validate_tool_list_type_compatibility() (in module nat.plugins.langchain.control_flow.sequential_executor) _validate_trace_id() (SpanContext class method) _validation_history (ARTTrainer attribute) _value (EnvConfigValue attribute) _verify_jwt_token() (BearerTokenValidator method) _verify_opaque_token() (BearerTokenValidator method) _wait_for_deployment_ready() (NeMoCustomizerTrainerAdapter method), [1], [2] _want_retry() (in module nat.utils.exception_handlers.automatic_retries) _warn_about_other_evaluators() (RedTeamingRunner method), [1] _warning_issued (in module nat.experimental.decorators.experimental_warning_decorator) (in module nat.utils.decorators) _we_started_tracemalloc (MemoryProfiler attribute) _weave_calls (WeaveExporter attribute) _weave_dataset() (WeaveEvaluationCallback static method) _web_socket_message_handler (WebSocketAuthenticationFlowHandler attribute) _wheel_data (ComponentDiscoveryMetadata attribute) _whl_base64 (AbstractRegistryHandler attribute) _whl_bytes (AbstractRegistryHandler attribute) _whl_path (AbstractRegistryHandler attribute) _with_annotation() (in module nat.front_ends.fastapi.routes.common_utils) _with_reconnect() (MCPBaseClient method) _worker (WebSocketMessageHandler attribute) _workflow (PerUserWorkflowBuilder attribute) (Session attribute) (WorkflowBuilder attribute) _workflow_builder (ChildBuilder attribute) _workflow_inventory (DynamicFunctionMiddleware attribute) _workflow_schema_type (WebSocketMessageHandler attribute) _wrap_cancel_task() (A2AClientFunctionGroup method) _wrap_get_task() (A2AClientFunctionGroup method) _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) _wrap_stream_method() (StrandsProfilerHandler method) _write_configuration() (FileEvalCallback method) _write_evaluator_outputs() (FileEvalCallback method) _write_workflow_output() (FileEvalCallback method)

A

a2a_client_call() (in module nat.plugins.a2a.cli.commands) a2a_client_command() (in module nat.plugins.a2a.cli.commands) a2a_client_discover() (in module nat.plugins.a2a.cli.commands) a2a_client_function_group() (in module nat.plugins.a2a.client.client_impl) a2a_client_get_info() (in module nat.plugins.a2a.cli.commands) a2a_client_get_skills() (in module nat.plugins.a2a.cli.commands) a2a_command() (in module nat.plugins.a2a.cli.commands) A2ABaseClient (class in nat.plugins.a2a.client.client_base) A2ACapabilitiesConfig (class in nat.plugins.a2a.server.front_end_config) A2AClientConfig (class in nat.plugins.a2a.client.client_config) A2AClientFunctionGroup (class in nat.plugins.a2a.client.client_impl) A2ACredentialService (class in nat.plugins.a2a.auth.credential_service) A2AFrontEndConfig (class in nat.plugins.a2a.server.front_end_config) A2AFrontEndPlugin (class in nat.plugins.a2a.server.front_end_plugin) A2AFrontEndPluginWorker (class in nat.plugins.a2a.server.front_end_plugin_worker) a_on_evaluator_score() (EvalCallback method) (EvalCallbackManager method) (WeaveEvaluationCallback method) a_on_export_flush() (EvalCallback method) (EvalCallbackManager method) (WeaveEvaluationCallback method) a_on_usage_stats() (EvalCallback method) (EvalCallbackManager method) (WeaveEvaluationCallback method) AbstractRegistryHandler (class in nat.registry_handlers.registry_handler_base) acall() (MCPToolClient method) acall_invoke() (Function method) acall_stream() (Function method) accept (RequestHeaders attribute) access_key (CatalystTelemetryExporter attribute) (EvalS3Config attribute) (S3ObjectStoreClientConfig attribute) ACCESS_KEY_ENV (S3ObjectStoreClientConfig attribute) aclose() (_DynamoTransport method) action (DefenseMiddlewareConfig attribute) (StatusMessage attribute) ActionEnum (class in nat.registry_handlers.schemas.status) active (TokenValidationResult attribute) active_function (Context property) (ContextState property) active_requests (PerUserRequestMetrics attribute) active_span_id (Context property) active_span_id_stack (ContextState property) active_stack (OpenStep attribute) ACTIVE_STATUS (JobStore attribute), [1] active_uuids (ConcurrencySpikeInfo attribute) ActiveFunctionContextManager (class in nat.builder.context) actual_output (EvalResultItem attribute) adapter_config (ARTTrainerAdapter attribute) (NeMoCustomizerTrainerAdapter attribute), [1], [2] (TrainerAdapter attribute), [1], [2] add() (in module nat.cli.commands.configure.channel.add) add_async_generation_routes() (in module nat.front_ends.fastapi.routes.async_generation) add_auth_provider() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_authorization_route() (in module nat.front_ends.fastapi.routes.auth) add_channel_interative() (in module nat.utils.settings.global_settings) add_chat_routes() (in module nat.front_ends.fastapi.routes.chat) add_context_headers_to_response() (in module nat.front_ends.fastapi.routes.common_utils) add_converter() (TypeConverter method) add_dataset_loader() (EvalBuilder method) (WorkflowEvalBuilder method) add_ddl() (MilvusVectorStore method) add_default_route() (FastApiFrontEndPluginWorker method) add_documentation() (MilvusVectorStore method) add_embedder() (Builder method) (ChildBuilder method) (FunctionDependencies method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_evaluate_routes() (in module nat.plugins.eval.fastapi.routes) add_evaluator() (EvalBuilder method) (WorkflowEvalBuilder method) add_event() (OtelSpan method) (Span method) add_execution_routes() (in module nat.front_ends.fastapi.routes.execution) add_exporter() (ExporterManager method) add_function() (Builder method) (ChildBuilder method) (FunctionDependencies method) (FunctionGroup method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_function_group() (Builder method) (ChildBuilder method) (FunctionDependencies method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_generate_route() (in module nat.front_ends.fastapi.routes.generate) add_generate_routes() (in module nat.front_ends.fastapi.routes.generate) add_health_route() (in module nat.front_ends.fastapi.routes.health) add_hsts_header() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) add_items() (Mem0Editor method) (MemMachineEditor method) (MemoryEditor method) (RedisEditor method) (ZepEditor method) add_llm() (Builder method) (ChildBuilder method) (FunctionDependencies method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_mcp_client_tool_list_route() (in module nat.plugins.mcp.client.fastapi_routes) add_memory_client() (Builder method) (ChildBuilder method) (FunctionDependencies method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_memory_tool() (in module nat.tool.memory_tools.add_memory_tool) add_middleware() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_monitor_route() (in module nat.front_ends.fastapi.routes.monitor) add_object_store() (Builder method) (ChildBuilder method) (FunctionDependencies method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_override_option() (in module nat.cli.cli_utils.config_override) add_params (AutoMemoryAgentConfig attribute) (AutoMemoryWrapperGraph attribute) add_processor() (ProcessingExporter method) add_question_sql() (MilvusVectorStore method) add_registration_changed_hook() (TypeRegistry method) add_retriever() (Builder method) (ChildBuilder method) (FunctionDependencies method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_root_level_routes() (FastMCPFrontEndPluginWorkerBase method) (MCPFrontEndPluginWorkerBase method) add_routes() (FastApiFrontEndPluginWorker method) (FastMCPFrontEndPluginWorker method) (FastMCPFrontEndPluginWorkerBase method) (MCPFrontEndPluginWorker method) (MCPFrontEndPluginWorkerBase method) (WeaveFastAPIPluginWorker method) add_sample() (MetricsAccumulator method) add_settings_changed_hook() (Settings method) add_span_processor() (DummyTracerProvider static method) add_static_files_route() (in module nat.front_ends.fastapi.routes.static) add_telemetry_exporter() (WorkflowBuilder method) add_trace() (PredictionTrieBuilder method), [1] add_trainer() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_trainer_adapter() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_trajectory_builder() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_ttc_strategy() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) add_v1_chat_completions_route() (in module nat.front_ends.fastapi.routes.v1_chat_completions) add_websocket_routes() (in module nat.front_ends.fastapi.routes.websocket) additional_instructions (ReActAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) additional_kwargs (OpenAIMessage attribute) additional_planner_instructions (ReWOOAgentWorkflowConfig attribute) additional_solver_instructions (ReWOOAgentWorkflowConfig attribute) additionalProperties (ToolParameters attribute) AddToolConfig (class in nat.tool.memory_tools.add_memory_tool) adjust_dataset() (DatasetHandler method) adjust_dataset_size (DatasetHandler attribute) (EvaluationRunConfig attribute) ADK (LLMFrameworkEnum attribute) ADKProfilerHandler (class in nat.plugins.adk.callback_handler) after_pipeline() (in module nat.cli.entrypoint) agenerate() (NatLangChainRagasLLMAdapter method) Agent (class in nat.atif) (class in nat.atif.agent) agent (ReActAgentGraph attribute) (ResponseATIFTrajectory attribute) (RouterAgentGraph attribute) AGENT (SpanKind attribute) agent (ToolCallAgentGraph attribute) (Trajectory attribute), [1] agent_action_to_dict() (IntermediateStepAdapter static method) AGENT_CALL_LOG_MESSAGE (in module nat.plugins.langchain.agent.base) agent_card (A2ABaseClient property) agent_card_path (A2AClientConfig attribute) agent_config (ATIFStreamConverter property) agent_context_prompt_template (PlanSelectExecuteFunctionConfig attribute) AGENT_EXECUTION (PipelineTypeEnum attribute) AGENT_LOG_PREFIX (in module nat.plugins.langchain.agent.base) agent_node() (DualNodeAgent method) (ReActAgentGraph method) (RouterAgentGraph method) (ToolCallAgentGraph method) agent_scratchpad (ReActGraphState attribute) AgentBaseConfig (class in nat.data_models.agent) AgentDecision (class in nat.plugins.langchain.agent.base) AGNO (LLMFrameworkEnum attribute) agno_tool_wrapper() (in module nat.plugins.agno.tool_wrapper) AgnoProfilerHandler (class in nat.plugins.agno.callback_handler) ainvoke() (BestOfNSelector method) (Function method) (IterativePlanRefinementEditor method) (LLMAsAJudgeEditor method) (LLMBasedAgentOutputSelector method) (LLMBasedAgentScorer method) (LLMBasedOutputMergingSelector method) (LLMBasedPlanScorer method) (LLMBasedPlanSelector method) (LLMJudgeSelection method) (MotivationAwareScorer method) (MotivationAwareSummarization method) (MultiLLMGeneration method) (MultiLLMPlanner method) (MultiQueryRetrievalSearch method) (SingleShotMultiPlanPlanner method) (StrategyBase method) (ThresholdSelector method) ainvoke_any() (in module nat.utils.callable_utils) alerts (CalcData attribute) (SizingMetrics attribute) alerts_per_concurrency (CalcRunner attribute) alias (MCPToolOverrideConfig attribute) ALL (PluginTypes attribute) (SearchFields attribute) all_interarrival_ms (_NodeAccumulators attribute) all_output_tokens (_NodeAccumulators attribute) all_remaining_calls (_NodeAccumulators attribute) all_requests_data (ProfilerRunner attribute) all_sensitivity (_NodeAccumulators attribute) all_steps (ProfilerRunner attribute) allow_credentials (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) allow_default_user_id_for_tool_calls (MCPOAuth2ProviderConfig attribute) allow_headers (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) allow_llm_to_see_data (Text2SQLConfig attribute) allow_methods (FastApiFrontEndConfig.CrossOriginResourceSharing attribute)

allow_origin_regex (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) allow_origins (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) allowed_component_functions (DynamicMiddlewareConfig attribute) ALLOWED_FILE_EXTENSIONS (in module nat.utils.io.yaml_tools) allowed_tools (OpenAIMCPSchemaTool attribute) allowed_truncate_values (in module nat.embedder.nim_embedder) AllowedComponentFunctions (class in nat.middleware.dynamic.dynamic_middleware_config) allowlist (EvalFilterConfig attribute) ALWAYS (CacheControlMode attribute) (MCPApprovalRequiredEnum attribute) always_verbose (LangchainProfilerHandler property) analyze_calls_and_build_result() (in module nat.plugins.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) analyze_metrics() (LinearFitAnalyzer method) ancestry (AtifStepExtra attribute), [1] anonymized_text (PIIAnalysisResult attribute) answer (RAGGenerateResult attribute) answer_key (DatasetHandler property) (EvalDatasetStructureConfig attribute) api_key (ARTBackendConfig attribute) API_KEY (AuthFlowType attribute) (AuthMethod attribute) api_key (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) (GalileoTelemetryExporter attribute) (HuggingFaceEmbedderConfig attribute) (HuggingFaceInferenceLLMConfig attribute) (LangsmithTelemetryExporter attribute) (LiteLlmModelConfig attribute) (NemoRetriever attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) (PatronusTelemetryExporter attribute) (SerpApiToolConfig attribute) (TavilyInternetSearchToolConfig attribute) (UserInfo attribute) api_key_client() (in module nat.authentication.api_key.register) api_token (DBNLTelemetryExporter attribute) api_type (LLMBaseConfig attribute) api_url (DBNLTelemetryExporter attribute) api_version (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) ApiKeyAuthPayload (class in nat.data_models.api_server) APIKeyAuthProvider (class in nat.authentication.api_key.api_key_auth_provider) APIKeyAuthProviderConfig (class in nat.authentication.api_key.api_key_auth_provider_config) APIKeyFieldError APITypeEnum (class in nat.data_models.llm) 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_curriculum_learning() (ARTTrainer method) (Trainer method), [1], [2] apply_filters() (DatasetFilter method) apply_overrides() (EvaluationRun method) apply_suggestions() (in module nat.plugins.config_optimizer.update_helpers) arg_count (FunctionDescriptor attribute) args (DecomposedType property) (FunctionArgumentWrapper attribute) (MCPServerConfig attribute) (MCPStdioClient property) arguments (ChoiceDeltaToolCallFunction attribute) (Function attribute) (ServerToolUseSchema attribute) (ToolCall attribute), [1] ARTBackendConfig (class in nat.plugins.openpipe.config) artifact (Artifact attribute) Artifact (class in nat.registry_handlers.schemas.publish) ARTTrainer (class in nat.plugins.openpipe.trainer) ARTTrainerAdapter (class in nat.plugins.openpipe.trainer_adapter) ARTTrainerAdapterConfig (class in nat.plugins.openpipe.config) ARTTrainerConfig (class in nat.plugins.openpipe.config) ARTTrajectoryBuilder (class in nat.plugins.openpipe.trajectory_builder) ARTTrajectoryBuilderConfig (class in nat.plugins.openpipe.config) as_of (EvalDatasetLangSmithConfig attribute) as_requests_kwargs() (AuthResult method) assignee (GithubGetIssueModel attribute) assignees (GithubCreatePullModel attribute) (GithubUpdateIssueModel attribute) ASSISTANT (EpisodeItemRole attribute) (UserMessageContentRoleType attribute) assistant_message() (VannaLangChainLLM method) AssistantMessage (class in observability.schema.sink.elasticsearch.dfw_es_record) astream() (Function method) async_auth_flow() (AuthAdapter method) async_builder (SyncBuilder property) async_execute_query() (in module nat.plugins.vanna.db_utils) async_http_client (HttpClients attribute) async_http_client() (in module nat.llm.utils.http_client) async_sleep() (_ResponseChooser 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) ATIF (_GenerateEndpointType attribute) atif_adapter (EvaluationRun attribute) atif_eval_samples (EvaluationRun attribute) ATIF_VERSION (in module nat.atif) (in module nat.atif.trajectory) atif_workflow_output_file (FileEvalCallback attribute) atif_workflow_output_json (EvalResult attribute) ATIFAgentConfig (in module nat.atif) AtifAncestry (class in nat.atif) (class in nat.atif.atif_step_extra) AtifBaseEvaluator (class in nat.plugins.eval.evaluator) (class in nat.plugins.eval.evaluator.atif_base_evaluator) ATIFContentPart (in module nat.atif) AtifEvalSample (class in nat.plugins.eval.evaluator.atif_evaluator) AtifEvalSampleList (in module nat.plugins.eval.evaluator.atif_evaluator) AtifEvaluator (class in nat.plugins.eval.evaluator.atif_evaluator) ATIFFinalMetrics (in module nat.atif) ATIFImageSource (in module nat.atif) AtifInvocationInfo (class in nat.atif) (class in nat.atif.atif_step_extra) ATIFObservation (in module nat.atif) ATIFObservationResult (in module nat.atif) ATIFStep (in module nat.atif) AtifStepExtra (class in nat.atif) (class in nat.atif.atif_step_extra) ATIFStepMetrics (in module nat.atif) ATIFStreamConverter (class in nat.utils.atif_converter) ATIFSubagentTrajectoryRef (in module nat.atif) ATIFToolCall (in module nat.atif) ATIFTrajectory (in module nat.atif) attach() (AuthResult method) attack_payload (RedTeamingMiddlewareConfig attribute) attempts (ReActAgentParsingFailedError attribute) attributes (ContextualSpanRedactionProcessor attribute) (OtelSpan property) (Span attribute) (SpanEvent attribute) (WeaveTelemetryExporter attribute) audience (BearerTokenValidator attribute) (JwtUserInfo attribute) (OAuth2ResourceServerConfig attribute) (TokenValidationResult attribute) AudioContent (class in nat.data_models.api_server) augmented_fn (ExecuteScoreSelectFunctionConfig attribute) (PlanSelectExecuteFunctionConfig attribute) (ReasoningFunctionConfig attribute) (TTCToolWrapperFunctionConfig attribute) augmented_fns (TTCToolOrchestrationFunctionConfig attribute) auth_flow_handler (ConsoleFrontEndPlugin attribute) auth_flow_timeout (MCPClientBaseConfig attribute) AUTH_MESSAGE (WebSocketMessageType attribute) auth_provider (A2AClientConfig attribute) (AuthAdapter attribute) (MCPBaseClient property) (MCPServerConfig attribute) auth_providers (DynamicMiddlewareConfig attribute) (WorkflowInventory attribute) AUTH_REDIRECT_SUCCESS_HTML (in module nat.front_ends.fastapi.html_snippets.auth_code_grant_success) AUTH_RESPONSE (WebSocketMessageType attribute) auth_scheme (APIKeyAuthProviderConfig attribute) auth_url (ExecutionAcceptedOAuth attribute) (ExecutionOAuthRequiredStatus attribute) (PendingOAuth attribute) (StreamOAuthEvent attribute) AuthAdapter (class in nat.plugins.mcp.client.client_base) authenticate() (APIKeyAuthProvider method) (AuthProviderBase method) (ConsoleAuthenticationFlowHandler method) (FlowHandlerBase method) (HTTPAuthenticationFlowHandler method) (HTTPBasicAuthProvider method) (MCPAuthenticationFlowHandler method) (MCPOAuth2Provider method) (MCPServiceAccountProvider method) (OAuth2AuthCodeFlowProvider method) (WebSocketAuthenticationFlowHandler method) AuthenticatedContext (class in nat.data_models.authentication) authentication (AllowedComponentFunctions attribute) 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) AuthMessageStatus (class in nat.data_models.api_server) AuthMethod (class in nat.data_models.api_server) authorization (RequestHeaders attribute) AUTHORIZATION_HEADER (in module nat.authentication.interfaces) authorization_kwargs (OAuth2AuthCodeFlowProviderConfig attribute) authorization_url (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Endpoints attribute) AuthPayload (in module nat.data_models.api_server) 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) AUTO (MCPApprovalRequiredEnum attribute) auto_memory_agent() (in module nat.plugins.langchain.agent.auto_memory_wrapper.register) auto_sensitivity (PredictionTrieConfig attribute) auto_training (Text2SQLConfig attribute) AUTOGEN (LLMFrameworkEnum attribute) autogen_tool_wrapper() (in module nat.plugins.autogen.tool_wrapper) AutoGenProfilerHandler (class in nat.plugins.autogen.callback_handler) AutoMemoryAgentConfig (class in nat.plugins.langchain.agent.auto_memory_wrapper.register) AutoMemoryWrapperGraph (class in nat.plugins.langchain.agent.auto_memory_wrapper.agent) AutoMemoryWrapperState (class in nat.plugins.langchain.agent.auto_memory_wrapper.state) available (MCPToolInfo attribute) average_duration (FrequentPattern attribute) average_latency_by_concurrency (ConcurrencyAnalysisResult attribute) average_latency_by_midpoint_concurrency() (in module nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) average_score (EvalOutput attribute) (EvalOutputLike attribute) AverageLLMLatencyAtifEvaluator (class in nat.plugins.profiler.runtime_evaluator.atif_evaluate) AverageLLMLatencyConfig (class in nat.plugins.profiler.runtime_evaluator.register) AverageLLMLatencyEvaluator (class in nat.plugins.profiler.runtime_evaluator.evaluate) AverageNumberOfLLMCallsAtifEvaluator (class in nat.plugins.profiler.runtime_evaluator.atif_evaluate) AverageNumberOfLLMCallsConfig (class in nat.plugins.profiler.runtime_evaluator.register) AverageNumberOfLLMCallsEvaluator (class in nat.plugins.profiler.runtime_evaluator.evaluate) AverageTokensPerLLMEndAtifEvaluator (class in nat.plugins.profiler.runtime_evaluator.atif_evaluate) AverageTokensPerLLMEndConfig (class in nat.plugins.profiler.runtime_evaluator.register) AverageTokensPerLLMEndEvaluator (class in nat.plugins.profiler.runtime_evaluator.evaluate) AverageWorkflowRuntimeAtifEvaluator (class in nat.plugins.profiler.runtime_evaluator.atif_evaluate) AverageWorkflowRuntimeConfig (class in nat.plugins.profiler.runtime_evaluator.register) AverageWorkflowRuntimeEvaluator (class in nat.plugins.profiler.runtime_evaluator.evaluate) avg_duration (SimpleOperationStats attribute) avg_latency_ms (PerUserRequestMetrics attribute) avg_prompt_tokens (ConcurrencyCorrelationStats attribute) avg_total_tokens (ConcurrencyCorrelationStats attribute) aws_bedrock_langchain() (in module nat.plugins.langchain.llm) aws_bedrock_llama_index() (in module nat.plugins.llama_index.llm) aws_bedrock_model() (in module nat.llm.aws_bedrock_llm) aws_keys_fixture() (in module nat.test.plugin) AWSBedrockModelConfig (class in nat.llm.aws_bedrock_llm) AXIS_LABEL_FONTSIZE (PlotConfig attribute) AXIS_LABEL_FONTWEIGHT (PlotConfig attribute) azure (PatchedClients attribute) azure_deployment (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) azure_endpoint (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) azure_openai_adk() (in module nat.plugins.adk.llm) azure_openai_autogen() (in module nat.plugins.autogen.llm) azure_openai_crewai() (in module nat.plugins.crewai.llm) azure_openai_embedder_model() (in module nat.embedder.azure_openai_embedder) azure_openai_keys_fixture() (in module nat.test.plugin) azure_openai_langchain() (in module nat.plugins.langchain.embedder) (in module nat.plugins.langchain.llm) azure_openai_llama_index() (in module nat.plugins.llama_index.embedder) (in module nat.plugins.llama_index.llm) azure_openai_llm() (in module nat.llm.azure_openai_llm) azure_openai_semantic_kernel() (in module nat.plugins.semantic_kernel.llm) AzureOpenAIEmbedderModelConfig (class in nat.embedder.azure_openai_embedder) AzureOpenAIModelConfig (class in nat.llm.azure_openai_llm)

B

backend (ARTTrainerAdapterConfig attribute) (TrainingJobRef attribute) (TrainingJobStatus attribute) base (GithubGetPullsModel attribute) base_commit (SWEBenchInput attribute) base_config (LayeredConfig attribute) base_metrics (ProfilerConfig attribute) base_model (ARTBackendConfig attribute) base_path (FastMCPFrontEndConfig attribute) (MCPFrontEndConfig attribute) base_url (A2ABaseClient property) (AWSBedrockModelConfig attribute) (LiteLlmModelConfig attribute) (MemMachineMemoryClientConfig attribute) (MilvusDocumentSearchToolConfig attribute) (NemoRetriever attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (NVIDIARAGToolConfig attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) (ZepMemoryClientConfig attribute) BASE_WARNING_MESSAGE (in module nat.experimental.decorators.experimental_warning_decorator) base_workflow (RedTeamingRunnerConfig attribute), [1] base_workflow_config (RedTeamingRunner attribute), [1] BaseAgent (class in nat.plugins.langchain.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.plugins.eval.evaluator.base_evaluator) BaseExporter (class in nat.observability.exporter.base_exporter) baseline_snapshot (MemoryProfiler attribute) BaseModelRegistryTag (class in nat.data_models.common) BaseOptimizerConfig (class in nat.data_models.optimizer) BaseParameterOptimizer (class in nat.plugins.config_optimizer.parameters.base) BaseProfilerCallback (class in nat.data_models.profiler_callback) BasePromptOptimizer (class in nat.plugins.config_optimizer.prompts.base) BaseRagResult (class in nat.tool.nvidia_rag) BaseTaggingConfigMixin (class in nat.observability.mixin.tagging_config_mixin) BaseThinkingInjector (class in nat.llm.utils.thinking) BASIC (AuthMethod attribute) (CredentialKind attribute) (HeaderAuthScheme attribute) basic_user (UserInfo attribute) BasicAuthCred (class in nat.data_models.authentication) BasicAuthPayload (class in nat.data_models.api_server) BasicUserInfo (class in nat.data_models.user_info) batch_size (BatchConfigMixin attribute) (HuggingFaceEmbedderConfig attribute) (NeMoCustomizerHyperparameters attribute), [1], [2] BatchConfigMixin (class in nat.observability.mixin.batch_config_mixin) BatchingProcessor (class in nat.observability.processor.batching_processor) BAYESIAN (SamplerType attribute) BEARER (CredentialKind attribute) (HeaderAuthScheme attribute) BearerTokenCred (class in nat.data_models.authentication) BearerTokenValidator (class in nat.authentication.credential_validator.bearer_token_validator) bedrock (PatchedClients attribute) bedrock_autogen() (in module nat.plugins.autogen.llm) bedrock_strands() (in module nat.plugins.strands.llm) 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) bind_components() (Trainer method), [1], [2] body (AuthenticatedContext attribute) BODY (CredentialLocation attribute) body (GithubCreateIssueModel attribute) (GithubCreatePullModel attribute) (GithubUpdateIssueModel attribute) bottleneck_analysis (ProfilerConfig attribute) bottleneck_score (NodeMetrics attribute) (SimpleOperationStats attribute) BottleneckConfig (class in nat.data_models.profiler) branch (GithubCommitCodeModel attribute) branch_node() (RouterAgentGraph method) branches (RouterAgentWorkflowConfig attribute) bucket (EvalS3Config attribute) bucket_name (MySQLObjectStoreClientConfig attribute) (RedisObjectStoreClientConfig attribute) (S3ObjectStore attribute) (S3ObjectStoreClientConfig attribute)

build() (PerUserWorkflowBuilder method) (PredictionTrieBuilder method), [1] (WorkflowBuilder method) build_accepted_response() (in module nat.front_ends.fastapi.routes.execution) build_app() (FastApiFrontEndPluginWorkerBase method) build_artifact() (in module nat.registry_handlers.package_utils) build_call_sequence_for_example() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) build_call_tree_for_example() (in module nat.plugins.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) (in module nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) build_call_tree_per_example() (in module nat.plugins.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) (in module nat.plugins.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) (LLMJudgeSelection method) (MotivationAwareScorer method) (MotivationAwareSummarization method) (MultiLLMGeneration method) (MultiLLMPlanner method) (MultiQueryRetrievalSearch method) (SingleShotMultiPlanPlanner method) (StrategyBase method) (ThresholdSelector method) build_concurrency_segments() (in module nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) build_dependency_sequence() (in module nat.builder.component_utils) build_eval_result() (in module nat.plugins.eval.eval_callbacks) build_fn (RegisteredAuthProviderInfo attribute) (RegisteredDatasetLoaderInfo attribute) (RegisteredEmbedderClientInfo attribute) (RegisteredEmbedderProviderInfo attribute) (RegisteredEvaluatorInfo attribute) (RegisteredFrontEndInfo attribute) (RegisteredFunctionGroupInfo attribute) (RegisteredFunctionInfo attribute) (RegisteredLLMClientInfo attribute) (RegisteredLLMProviderInfo attribute) (RegisteredLoggingMethod attribute) (RegisteredMemoryInfo attribute) (RegisteredMiddlewareInfo attribute) (RegisteredObjectStoreInfo attribute) (RegisteredOptimizerInfo attribute) (RegisteredRegistryHandlerInfo attribute) (RegisteredRetrieverClientInfo attribute) (RegisteredRetrieverProviderInfo attribute) (RegisteredTelemetryExporter attribute) (RegisteredToolWrapper attribute) (RegisteredTrainerAdapterInfo attribute) (RegisteredTrainerInfo attribute) (RegisteredTrajectoryBuilderInfo attribute) (RegisteredTTCStrategyInfo attribute) build_graph() (AutoMemoryWrapperGraph method) (ReActAgentGraph method) (ReWOOAgentGraph method) (RouterAgentGraph method) (ToolCallAgentGraph method) build_metric_kwargs() (in module nat.plugins.ragas.rag_evaluator.utils) build_nat_client() (in module nat.test.utils) build_oracle_feedback() (in module nat.plugins.config_optimizer.prompts.oracle_feedback) build_package_metadata() (in module nat.registry_handlers.package_utils) build_prefix_trie() (in module nat.plugins.profiler.inference_optimization.prompt_caching) build_reasoning_function() (in module nat.plugins.langchain.agent.reasoning_agent.reasoning_agent) build_samples() (EvalAtifAdapter method) build_scaling_fn() (TruncationRetryConfig method) build_sequences() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) build_single() (FunctionMiddlewareChain method), [1] build_stream() (FunctionMiddlewareChain method), [1] build_token() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) build_wheel() (in module nat.registry_handlers.package_utils) Builder (class in nat.builder.builder) builder (DefenseMiddleware attribute) (PerUserBuilderInfo attribute) BuiltArtifact (class in nat.registry_handlers.schemas.publish) builtin_tools (ResponsesAPIAgentWorkflowConfig attribute)

C

cache_middleware() (in module nat.middleware.cache.register) CacheControlMode (class in nat.llm.dynamo_llm) cached_tokens (Metrics attribute), [1] (TokenUsageBaseModel attribute) (UsageStatsLLM attribute) CacheMiddleware (class in nat.middleware.cache.cache_middleware) CacheMiddlewareConfig (class in nat.middleware.cache.cache_middleware_config) CachePinType (class in nat.llm.dynamo_llm) calc_command() (in module nat.plugins.profiler.cli.sizing) calc_data (CalcRunnerOutput attribute) calc_gpu_estimate_based_on_slope() (in module nat.plugins.profiler.calc.calculations) calc_gpu_estimate_for_single_concurrency() (in module nat.plugins.profiler.calc.calculations) CalcAlerts (class in nat.plugins.profiler.calc.data_models) CalcData (class in nat.plugins.profiler.calc.data_models) CalcRunner (class in nat.plugins.profiler.calc.calc_runner) CalcRunnerConfig (class in nat.plugins.profiler.calc.data_models) CalcRunnerOutput (class in nat.plugins.profiler.calc.data_models) call_duration_s (LLMCallContext attribute) call_index (LLMCallContext attribute) call_limit (RedTeamingMiddlewareConfig attribute) call_tool() (MCPBaseClient method) call_tool_and_print() (in module nat.plugins.mcp.cli.commands) call_tool_direct() (in module nat.plugins.mcp.cli.commands) callable_functions (DiscoveredComponent attribute) callback (ContextualRedactionProcessor attribute) callback_handler_var (in module nat.plugins.profiler.decorators.framework_wrapper) callback_manager (EvaluationRun attribute) CallbackProcessor (class in nat.observability.processor.callback_processor) callbacks (BaseAgent attribute) CallNext (in module nat.middleware) (in module nat.middleware.middleware) CallNextStream (in module nat.middleware) (in module nat.middleware.middleware) CallNode (class in nat.plugins.profiler.inference_optimization.data_models) calls_count (PrefixInfo attribute) calls_percentage (PrefixInfo attribute) CANCEL (BinaryChoiceOptionsType attribute) cancel() (NATWorkflowAgentExecutor method) cancel_task() (A2ABaseClient method) CANCELED (TrainingStatusEnum attribute) CancelTaskInput (class in nat.plugins.a2a.client.client_impl) candidate_index (CandidateStep attribute) (TTCEventData attribute) CandidateStep (class in nat.plugins.customizer.dpo.trajectory_builder) capabilities (A2AFrontEndConfig attribute) capture_ai_response_node() (AutoMemoryWrapperGraph method) capture_user_message_node() (AutoMemoryWrapperGraph method) cast_to_str() (DataFrameRow method) catalyst_dataset_name_fixture() (in module nat.test.plugin) catalyst_keys_fixture() (in module nat.test.plugin) catalyst_project_name_fixture() (in module nat.test.plugin) catalyst_telemetry_exporter() (in module nat.plugins.ragaai.register) CatalystTelemetryExporter (class in nat.plugins.ragaai.register) categories (ContentAnalysisResult attribute) (GuardResponseResult attribute) category (MCPError attribute) chain_with_common_prefixes (PrefixSpanConfig attribute) chain_wrapped_build_fn() (in module nat.plugins.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_COMPLETION (APITypeEnum attribute) chat_inputs (TraceMetadata attribute) chat_models (Text2SQLConfig attribute) (VannaLangChainLLM attribute) chat_responses (OpenAIMetadata attribute) (TraceMetadata attribute) CHAT_STREAM (WorkflowSchemaType attribute) ChatCompletionConfig (class in nat.tool.chat_completion) ChatContentType (class in nat.data_models.api_server) ChatRequest (class in nat.data_models.api_server) ChatRequestOrMessage (class in nat.data_models.api_server) ChatResponse (class in nat.data_models.api_server) ChatResponseChoice (class in nat.data_models.api_server) ChatResponseChunk (class in nat.data_models.api_server) ChatResponseChunkChoice (class in nat.data_models.api_server) check_adaptive_triggers() (in module nat.plugins.config_optimizer.prompts.oracle_feedback) check_custom_event_types() (StepAdaptorConfig method) check_logprobs() (EpisodeItem method) check_span_event_timestamp() (IntermediateStepPayload method) CHECKBOX (HumanPromptModelType attribute) ChildBuilder (class in nat.builder.child_builder) children (CallNode attribute) (PredictionTrieNode attribute), [1] Choice (in module nat.data_models.api_server) ChoiceBase (class in nat.data_models.api_server) ChoiceDelta (class in nat.data_models.api_server) ChoiceDeltaToolCall (class in nat.data_models.api_server) ChoiceDeltaToolCallFunction (class in nat.data_models.api_server) ChoiceMessage (class in nat.data_models.api_server) choices (ChatResponse attribute) (ChatResponseChunk attribute) (LangSmithJudgeConfig attribute) (Response attribute) chosen_branch (RouterAgentGraphState attribute) chosen_index (PreferencePair attribute) chosen_response (DPOItem attribute) (PreferencePair attribute) chosen_score (PreferencePair attribute) CHUNK (IntermediateStepState attribute) chunk (StreamEventData attribute) citations (RAGGenerateResult attribute) (RAGSearchResult attribute) claim() (TqdmPositionRegistry class method) claims (JwtUserInfo attribute) ClassInfo (in module nat.utils.type_utils) cleanup (EvalOutputConfig attribute) cleanup() (A2AFrontEndPluginWorker method) (ARTTrainer method) (NeMoCustomizerTrainer method), [1] (Trainer method), [1], [2] cleanup_evaluators() (FastApiFrontEndPluginWorker method) cleanup_expired() (ExecutionStore method) cleanup_expired_jobs() (JobStore method), [1] cleanup_on_init (FileTelemetryExporterConfig attribute) cleanup_output_directory() (EvaluationRun method) cleanup_session_managers() (FastApiFrontEndPluginWorker method) cleanup_sessions() (MCPFunctionGroup method) clear() (AsyncDictionary method) (DynamoPrefixContext class method) (KeyedLock method) (SchemaRegistry class method) clear_all() (InMemoryTokenStorage method) (ObjectStoreTokenStorage method) (TokenStorageBase method) clear_execution_context() (HTTPAuthenticationFlowHandler static method) clear_processors() (ProcessingExporter method) clear_redaction_result() (RedactionManager method) clear_registry (in module observability.processor.trace_conversion.trace_adapter_registry) clear_registry() (TraceAdapterRegistry class method), [1], [2] cli() (in module nat.cli.entrypoint) client (FlowState attribute) (NemoLangchainRetriever attribute) (SessionData attribute) (VannaLangChainLLM attribute) (WeaveEvaluationCallback attribute) client_auth_method (OAuth2ResourceServerConfig attribute) client_host (Request attribute) (RequestAttributes property) client_id (BearerTokenValidator attribute) (DFWElasticsearchTelemetryExporter attribute) (DFWESRecord attribute), [1] (JwtUserInfo attribute) (MCPOAuth2ProviderConfig attribute) (MCPServiceAccountProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Credentials attribute) (OAuth2ResourceServerConfig attribute) (ServiceAccountTokenClient attribute) (TokenValidationResult attribute) (TraceSourceBase attribute) client_name (MCPOAuth2ProviderConfig attribute) client_port (Request attribute) (RequestAttributes property) client_secret (BearerTokenValidator attribute) (MCPOAuth2ProviderConfig attribute) (MCPServiceAccountProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Credentials attribute) (OAuth2ResourceServerConfig attribute) (ServiceAccountTokenClient attribute) ClientPatchInfo (class in nat.plugins.autogen.callback_handler) close() (AsyncIOProducerConsumerQueue method) (MilvusVectorStore method) code (Error attribute) (SpanStatus attribute) code_execution_tool() (in module nat.tool.code_execution.register) code_generation_tool() (in module nat.plugins.langchain.tools.code_generation_tool) CodeExecutionResponse (class in nat.tool.code_execution.local_sandbox.local_sandbox_server) CodeExecutionResult (class in nat.tool.code_execution.local_sandbox.local_sandbox_server) CodeExecutionStatus (class in nat.tool.code_execution.local_sandbox.local_sandbox_server) CodeExecutionToolConfig (class in nat.tool.code_execution.register) CodeGenerationTool (class in nat.plugins.langchain.tools.code_generation_tool) CodePattern (in module nat.utils.exception_handlers.automatic_retries) collect() (DynamoMetricsCollector method) collect_all_metrics() (PerUserMetricsCollector method) collect_core_metrics() (in module nat.plugins.profiler.inference_optimization.dynamo_metrics) collect_dynamo_metrics() (in module nat.plugins.profiler.inference_optimization.dynamo_metrics) collect_inflight_requests (DynamoMetricsConfig attribute) collect_itl (DynamoMetricsConfig attribute) collect_kv_cache (DynamoMetricsConfig attribute) collect_prefixes_iterative() (in module nat.plugins.profiler.inference_optimization.prompt_caching) collect_throughput (DynamoMetricsConfig attribute) collect_token_throughput (DynamoMetricsConfig attribute) collect_ttft (DynamoMetricsConfig attribute) collect_user_metrics() (PerUserMetricsCollector method) Collection (class in nat.retriever.nemo_retriever.retriever) collection_descriptions (MilvusDocumentSearchToolConfig attribute) collection_name (MilvusRetrieverConfig attribute) (NemoRetrieverConfig attribute) (NVIDIARAGToolConfig attribute) collection_names (MilvusDocumentSearchToolConfig attribute) (NATRAGConfig attribute) collection_timestamp (DynamoMetricsResult attribute) CollectionNotFoundError CollectionUnavailableError CollectorConfigMixin (class in nat.observability.mixin.collector_config_mixin) column_names (QueryResult attribute) columns (DataFrameInfo attribute) (ExecuteDBQueryOutput attribute) command (MCPServerConfig attribute) (MCPStdioClient property) comment (WeaveFeedbackPayload attribute) commit_msg (GithubCommitCodeModel attribute) common_prefixes (InferenceOptimizationHolder attribute) CommonPrefixesOutput (class in nat.plugins.profiler.inference_optimization.data_models) COMPLETE (WebSocketMessageStatus attribute) COMPLETED (CodeExecutionStatus attribute) (ExecutionStatus attribute) (InteractionStatus attribute) (RunnerState attribute) (TrainingStatusEnum attribute) completed_at (ExecutionRecord attribute) completed_components (PerUserWorkflowBuilder attribute) (WorkflowBuilder attribute) completion_token_ids (Metrics attribute), [1] completion_tokens (ConcurrencyCallNode attribute) (DataFrameRow attribute) (LangchainProfilerHandler attribute) (Metrics attribute), [1] (TokenUsageBaseModel attribute) (Usage attribute) (UsageStatsLLM attribute) COMPONENT (PluginTypes attribute) COMPONENT_FUNCTION_ALLOWLISTS (in module nat.middleware.utils.workflow_inventory) component_group (AuthenticationRef property) (ComponentInstanceData attribute) (ComponentRef property) (ComponentRefNode attribute) (EmbedderRef property) (FunctionGroupRef property) (FunctionRef property) (LLMRef property) (MemoryRef property) (MiddlewareRef property) (ObjectStoreRef property) (RetrieverRef property) (TrainerAdapterRef property) (TrainerRef property) (TrajectoryBuilderRef property) (TTCStrategyRef property) component_instance (RegisteredComponentMethod attribute) COMPONENT_NAME (DiscoveryContractFieldsEnum attribute) component_name (DiscoveryMetadata attribute) COMPONENT_NAME (SearchFields attribute) component_name (SearchResponseItem attribute) COMPONENT_NAME (VisualizeFields attribute) component_type (DiscoveredComponent 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.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) compute_coverage_and_duration() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) compute_inter_query_token_uniqueness_by_llm() (in module nat.plugins.profiler.inference_optimization.token_uniqueness) compute_kv_efficiency() (DynamoMetricsResult method) compute_llm_metrics (ProfilerConfig attribute) compute_metrics() (MetricsAccumulator method) compute_midpoint_concurrency() (in module nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) compute_pareto_optimal_mask() (in module nat.plugins.config_optimizer.parameters.pareto_visualizer) compute_profiling_metrics() (LLMMetrics static method) compute_reward() (TrajectoryBuilder method), [1], [2] compute_self_time() (CallNode method) compute_slope() (in module nat.plugins.profiler.calc.calculations) compute_subtree_time() (CallNode method) compute_time_based_concurrency() (in module nat.plugins.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) compute_workflow_runtime_metrics() (in module nat.plugins.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.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) ConcurrencyAnalysisResult (class in nat.plugins.profiler.inference_optimization.data_models) ConcurrencyCallNode (class in nat.plugins.profiler.inference_optimization.data_models) ConcurrencyCorrelationStats (class in nat.plugins.profiler.inference_optimization.data_models) ConcurrencyDistribution (class in nat.plugins.profiler.inference_optimization.data_models) ConcurrencySpikeConfig (class in nat.data_models.profiler) ConcurrencySpikeInfo (class in nat.plugins.profiler.inference_optimization.data_models) CONCURRENT_VALIDATION_BATCH_SIZE (in module nat.plugins.eval.runtime.llm_validator) conditional_edge() (DualNodeAgent method) (ReActAgentGraph method) (ReWOOAgentGraph method) (ToolCallAgentGraph method) ConditionEvalOutputItem (class in nat.plugins.security.eval.red_teaming_evaluator.data_models) confidence (OutputVerificationResult attribute) (PreToolVerificationResult attribute) confidence_intervals (InferenceOptimizationHolder attribute) config (AuthProviderBase property) (CalcRunner attribute) Config (class in nat.data_models.config) config (ComponentInstanceData attribute) (ConfiguredAuthProvider attribute) (ConfiguredDatasetLoader attribute) (ConfiguredEmbedder attribute) (ConfiguredEvaluator attribute) (ConfiguredFunction attribute) (ConfiguredFunctionGroup attribute) (ConfiguredLLM attribute) (ConfiguredMemory attribute) (ConfiguredMiddleware attribute) (ConfiguredObjectStore attribute) (ConfiguredRetriever attribute) (ConfiguredTelemetryExporter attribute) (ConfiguredTrainer attribute) (ConfiguredTrainerAdapter attribute) (ConfiguredTrajectoryBuilder attribute) (ConfiguredTTCStrategy attribute) (ContentSafetyGuardMiddleware attribute) (DatasetLoaderInfo attribute) (DefenseMiddleware attribute) (DiscoveredBase attribute) (DiscoveredFunction attribute) (DiscoverOAuth2Endpoints attribute) (DPOTrajectoryBuilder attribute), [1], [2] (DynamicClientRegistration attribute) (DynamoMetricsCollector attribute) (EmbedderProviderInfo attribute) (EvaluationRemoteWorkflowHandler attribute) (EvaluationRun attribute) (EvaluatorInfo attribute) (FastApiFrontEndPluginWorkerBase property) (FlowState attribute) (Function attribute) (FunctionMiddlewareContext attribute), [1] (LLMJudgeSelection attribute) (LLMProviderInfo attribute) (MotivationAwareSummarization attribute) (MultiEvaluationRunner attribute) (MultiLLMGeneration attribute) (MultiLLMPlanner attribute) (MultiQueryRetrievalSearch attribute) (OutputVerifierMiddleware attribute) (PIIDefenseMiddleware attribute) (PreToolVerifierMiddleware attribute) (RedTeamingRunner attribute), [1] (RetrieverProviderInfo attribute) (SessionManager property) (StepAdaptor attribute) (StrategyBase attribute) (VannaLangChainLLM attribute) (Workflow attribute)

config_effective_file (EvaluationRun attribute) (EvaluationRunOutput attribute) (FileEvalCallback attribute) config_file (CalcRunnerConfig attribute) (EvaluateRequest attribute) (EvaluateStatusResponse attribute) (EvaluationRunConfig attribute) (FinetuneRunConfig attribute) (JobInfo attribute), [1] (OptimizerRunConfig attribute) config_metadata_file (EvaluationRun attribute) (EvaluationRunOutput attribute) (FileEvalCallback attribute) CONFIG_OBJECT (PluginTypes attribute) config_original_file (EvaluationRun attribute) (EvaluationRunOutput attribute) (FileEvalCallback attribute) config_to_dependency_objects() (in module nat.builder.component_utils) config_type (RegisteredEvalCallback attribute) (RegisteredInfo attribute) (RegisteredOptimizerCallback 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_middleware() (Function method) (FunctionGroup method) configure_registry_channel() (in module nat.utils.settings.global_settings) ConfiguredAuthProvider (class in nat.builder.workflow_builder) ConfiguredDatasetLoader (class in nat.plugins.eval.runtime.builder) ConfiguredEmbedder (class in nat.builder.workflow_builder) ConfiguredEvaluator (class in nat.plugins.eval.runtime.builder) ConfiguredFunction (class in nat.builder.workflow_builder) ConfiguredFunctionGroup (class in nat.builder.workflow_builder) ConfiguredLLM (class in nat.builder.workflow_builder) ConfiguredMemory (class in nat.builder.workflow_builder) ConfiguredMiddleware (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) ConfiguredTrainer (class in nat.builder.workflow_builder) ConfiguredTrainerAdapter (class in nat.builder.workflow_builder) ConfiguredTrajectoryBuilder (class in nat.builder.workflow_builder) ConfiguredTTCStrategy (class in nat.builder.workflow_builder) connect_to_database() (in module nat.plugins.vanna.db_utils) connect_to_databricks() (in module nat.plugins.vanna.db_utils) connect_to_server() (MCPBaseClient method) (MCPSSEClient method) (MCPStdioClient method) (MCPStreamableHTTPClient method) CONNECTION (MCPErrorCategory attribute) connection_args (MilvusRetrieverConfig attribute) connection_url (ExecuteDBQueryConfig attribute) (Text2SQLConfig 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) constant_function() (in module nat.test.functions) ConstantFunctionConfig (class in nat.test.functions) construct_oauth_client() (ConsoleAuthenticationFlowHandler method) CONSTRUCTOR (EnvConfigValueSource attribute) content (AssistantMessage attribute) (BaseRagResult attribute) (ChoiceDelta attribute) (ChoiceMessage attribute) (EpisodeItem attribute) (FunctionMessage attribute) (InteractionPrompt attribute) (InteractionResponse attribute) (Message attribute) (ObservationResult attribute), [1] (OpenAIMessage attribute), [1] (ResponseMessage attribute) (SystemMessage attribute) (ToolMessage attribute) (UserMessage attribute) (UserMessages attribute) (WebSocketObservabilityTraceMessage attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) content_field (MilvusRetriever attribute) (MilvusRetrieverConfig attribute) CONTENT_FILTER (LLMFinishReason attribute) content_part_to_text() (in module nat.utils.atif_message_utils) content_safety_guard_middleware() (in module nat.middleware.defense.register) content_type (ObjectStoreItem attribute) (OutputVerificationResult attribute) (RequestHeaders attribute) ContentAnalysisResult (class in nat.middleware.defense.defense_middleware_data_models) ContentPart (class in nat.atif) (class in nat.atif.content) ContentSafetyGuardMiddleware (class in nat.middleware.defense.defense_middleware_content_guard) ContentSafetyGuardMiddlewareConfig (class in nat.middleware.defense.defense_middleware_content_guard) Context (class in nat.builder.context) context (Runner property) (Span attribute) context_id (SendMessageInput attribute) context_size (AWSBedrockModelConfig attribute) ContextState (class in nat.builder.context) ContextualRedactionProcessor (class in nat.observability.processor.redaction.contextual_redaction_processor) ContextualSpanRedactionProcessor (class in nat.observability.processor.redaction.contextual_span_redaction_processor) CONTINUE (BinaryChoiceOptionsType attribute) continue_on_collection_error (NeMoCustomizerTrainerConfig attribute), [1] continued_trajectory_ref (Trajectory attribute), [1] continuous (LangSmithJudgeConfig attribute) contract_version (DFWElasticsearchExporter attribute) (DFWElasticsearchTelemetryExporter attribute) (DFWESRecord attribute), [1] ContractVersion (class in observability.schema.sink.elasticsearch) (class in observability.schema.sink.elasticsearch.contract_version) conversation (MemoryItem attribute) conversation_id (Context property) (ContextState attribute) (WebSocketObservabilityTraceMessage attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) convert (Streaming attribute) convert() (Function method) (GlobalTypeConverter static method) (IntermediateStepToATIFConverter method) (Runner method) (TraceAdapterRegistry class method), [1], [2] (TypeConverter method) convert_chat_request() (LanggraphWrapperFunction static method) convert_chat_response() (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) convert_data_to_message_content() (MessageValidator method) convert_event_type_to_span_kind() (in module nat.plugins.opentelemetry.span_converter) convert_langchain_nim() (in module observability.processor.trace_conversion.adapter.elasticsearch.nim_converter) convert_langchain_openai() (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) convert_message_to_dfw() (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) convert_role() (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) convert_sequences_for_prefixspan() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) convert_span_status_code() (in module nat.plugins.opentelemetry.span_converter) convert_span_to_otel() (in module nat.plugins.opentelemetry.span_converter) convert_spans_to_otel_batch() (in module nat.plugins.opentelemetry.span_converter) convert_str() (LanggraphWrapperFunction static method) convert_text_content_to_human_response() (MessageValidator method) convert_to_chat_response() (LanggraphWrapperFunction static method) convert_to_chat_response_chunk() (LanggraphWrapperFunction static method) convert_to_mcp_error() (in module nat.plugins.mcp.exception_handler) convert_to_str() (in module nat.utils.string_utils) (LanggraphWrapperFunction static method) converter_list (FunctionBase property) converters (FunctionDescriptor attribute) (FunctionInfo attribute) ConvertException COOKIE (CredentialKind attribute) (CredentialLocation attribute) CookieCred (class in nat.data_models.authentication) cookies (AuthenticatedContext attribute) (Request attribute) (RequestAttributes property) copy() (OtelSpan method) copy_with_updates() (EvalInputItem method) core_metrics_only() (DynamoMetricsConfig class method) correct_answer (OutputVerificationResult attribute) correlate_spike_calls() (in module nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) correlation_stats (ConcurrencyAnalysisResult attribute) cors (FastApiFrontEndConfig attribute) cost_usd (Metrics attribute), [1] counts (LLMCallTracker attribute) coverage (FrequentPattern attribute) create (ClientPatchInfo attribute) create() (FunctionInfo static method) (SessionManager class method) create_a2a_server() (A2AFrontEndPluginWorker method) create_agent_card() (A2AFrontEndPluginWorker method) create_agent_executor() (A2AFrontEndPluginWorker method) create_command() (in module nat.cli.commands.workflow.workflow_commands) create_execution() (ExecutionStore method) create_function_wrapper() (in module nat.plugins.fastmcp.server.tool_converter) (in module nat.plugins.mcp.server.tool_converter) create_isolated_exporters() (ExporterManager method) create_isolated_instance() (BaseExporter method) create_mcp_server() (FastMCPFrontEndPluginWorker method) (FastMCPFrontEndPluginWorkerBase method) (MCPFrontEndPluginWorker method) (MCPFrontEndPluginWorkerBase method) create_message_by_role() (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) create_mock_step() (in module nat.test.observability) create_model() (in module nat.plugins.profiler.forecasting.model_trainer) create_namespace_if_missing (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] create_oauth_client() (WebSocketAuthenticationFlowHandler method) create_observability_trace_message() (MessageValidator method) create_pareto_visualization() (in module nat.plugins.config_optimizer.parameters.pareto_visualizer) create_react_agent_prompt() (in module nat.plugins.langchain.agent.react_agent.agent) create_router_agent_prompt() (in module nat.plugins.langchain.control_flow.router_agent.agent) create_schema() (in module nat.plugins.redis.schema) create_standardized_dataframe() (in module nat.plugins.profiler.utils) create_stream (ClientPatchInfo attribute) create_streaming_chunk() (ChatResponseChunk static method) create_system_interaction_message() (MessageValidator method) create_system_intermediate_step_message() (MessageValidator method) create_system_response_token_message() (MessageValidator method) create_tool_calling_agent_prompt() (in module nat.plugins.langchain.agent.tool_calling_agent.agent) create_tool_calls() (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) create_websocket_message() (WebSocketMessageHandler method) created (ChatResponse attribute) (ChatResponseChunk attribute) (Response attribute) created_at (BaseAsyncStatusResponse attribute) (Collection attribute) (ExecutionRecord attribute) (JobInfo attribute), [1] (PendingInteraction attribute) (PendingOAuth attribute) (PerUserBuilderInfo attribute) (PerUserSessionMetrics attribute) (SWEBenchInput attribute) creator (GithubGetIssueModel attribute) credential (BasicUserInfo property) Credential (in module nat.data_models.authentication) CredentialKind (class in nat.data_models.authentication) CredentialLocation (class in nat.data_models.authentication) credentials (AuthResult attribute) credentials_profile_name (AWSBedrockModelConfig attribute) CREWAI (LLMFrameworkEnum attribute) crewai_tool_wrapper() (in module nat.plugins.crewai.tool_wrapper) CrewAIProfilerHandler (class in nat.plugins.crewai.crewai_callback_handler) csv_exclude_io_text (ProfilerConfig attribute) current() (Builder static method) (SyncBuilder static method) current_datetime() (in module nat.tool.datetime_tools) current_level (ReWOOGraphState attribute) current_request_attributes() (in module nat.tool.server_tools) current_timezone() (in module nat.tool.datetime_tools) CURRENT_VERSION (in module nat.profiler.prediction_trie.serialization) CurrentTimeToolConfig (class in nat.tool.datetime_tools) CurrentTimeZoneToolConfig (class in nat.tool.datetime_tools) curriculum_config (Trainer attribute), [1], [2] curriculum_learning (FinetuneConfig attribute) CurriculumLearningConfig (class in nat.data_models.finetuning) 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_headers (MCPServerConfig attribute) (MCPStreamableHTTPClient property) custom_pre_eval_process_function (DatasetHandler attribute) (EvalOutputConfig attribute) custom_scripts (EvalOutputConfig attribute) CUSTOM_START (IntermediateStepType attribute) customization_config (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] CustomTaggingConfigMixin (class in nat.observability.mixin.tagging_config_mixin)

D

dask_client (DaskClientMixin property), [1] dask_log_level (FastApiFrontEndConfig attribute) dask_threads_per_worker (FastApiFrontEndConfig attribute) dask_worker_memory_limit (FastApiFrontEndConfig attribute) dask_workers (FastApiFrontEndConfig attribute) DaskClientMixin (class in nat.front_ends.fastapi.async_jobs) (class in nat.front_ends.fastapi.async_jobs.dask_client_mixin) data (InputAudio attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (ObjectStoreItem attribute) DATA_ALPHA (PlotConfig attribute) DATA_LINEWIDTH (PlotConfig attribute) DATA_MARKER (PlotConfig attribute) DATA_POINT_SIZE (PlotConfig attribute) DATA_PREFIX (in module nat.plugins.eval.runtime.remote_workflow) database_type (ExecuteDBQueryConfig attribute) (Text2SQLConfig attribute) DATABRICKS (SupportedDatabase attribute) dataframe_info (ExecuteDBQueryOutput attribute) dataframe_records (ExecuteDBQueryOutput attribute) DataFrameInfo (class in nat.plugins.vanna.execute_db_query) DataFrameRow (class in nat.plugins.profiler.data_frame_row) dataset (CatalystTelemetryExporter attribute) (EvalGeneralConfig attribute) (EvaluationRunConfig attribute) (FinetuneRunConfig attribute) (OptimizerRunConfig attribute) dataset_config (DatasetDownloader attribute) (DatasetHandler attribute) dataset_filter (DatasetHandler attribute) dataset_id (EvalDatasetLangSmithConfig attribute) DATASET_LOADER (ComponentEnum attribute) dataset_name (EvalDatasetLangSmithConfig attribute) (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] dataset_output_dir (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] dataset_path (RedTeamingRunner attribute), [1] DatasetDownloader (class in nat.plugins.eval.dataset_handler.dataset_downloader) DatasetFilter (class in nat.plugins.eval.dataset_handler.dataset_filter) DatasetHandler (class in nat.plugins.eval.dataset_handler.dataset_handler) DatasetLoaderBuildCallableT (in module nat.cli.type_registry) DatasetLoaderInfo (class in nat.builder.dataset_loader) DatasetLoaderRegisteredCallableT (in module nat.cli.type_registry) datastore_host (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] db (RedisMemoryClientConfig attribute) (RedisObjectStoreClientConfig attribute) db_engine (VannaLangChain attribute) db_url (FastApiFrontEndConfig attribute) dbnl_telemetry_exporter() (in module nat.plugins.opentelemetry.register) DBNLTelemetryExporter (class in nat.plugins.opentelemetry.register) ddl_collection (Text2SQLConfig attribute) debug (FastMCPFrontEndConfig attribute) (MCPFrontEndConfig attribute) debug_mode (CatalystTelemetryExporter attribute) (RAGATraceExporterOptWrite attribute) decode_jwt_claims_unverified() (in module nat.authentication.jwt_utils) decompose() (FunctionGroup static method) DecomposedType (class in nat.utils.type_utils) deduplicate_pairs (NeMoCustomizerTrainerConfig attribute), [1] deep_merge() (in module nat.utils.io.yaml_tools) DEFAULT (StepAdaptorMode attribute) default() (IntermediateStepsFilterCondition class method) default_callback_handler() (UserInteractionManager static method) default_confidence_threshold (RAGPipelineConfig attribute) DEFAULT_DIM (in module nat.plugins.redis.schema) DEFAULT_EVENT_FILTER (IntermediateStepAdapter attribute) DEFAULT_EXECUTION_TTL (in module nat.front_ends.fastapi.execution_store) DEFAULT_EXPIRY (JobStore attribute), [1] DEFAULT_HOST (MySQLObjectStoreClientConfig attribute) default_if_supported (GatedFieldMixinConfig attribute) default_input_modes (A2AFrontEndConfig attribute) DEFAULT_MATRIX_LENGTH (in module nat.plugins.profiler.forecasting.config) DEFAULT_MODEL_TYPE (in module nat.plugins.profiler.forecasting.config) default_output_modes (A2AFrontEndConfig attribute) DEFAULT_PORT (MySQLObjectStoreClientConfig attribute) DEFAULT_RELOAD_EXCLUDE_GLOBS (in module nat.plugins.fastmcp.cli.utils) DEFAULT_ROLE (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) default_score_weights (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute) default_scoring (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute) default_user_id (MCPOAuth2ProviderConfig attribute) DefenseMiddleware (class in nat.middleware.defense.defense_middleware) DefenseMiddlewareConfig (class in nat.middleware.defense.defense_middleware) delay_ms (MockLLMConfig attribute) DELETE (HTTPMethod attribute) delete() (AsyncDictionary method) (InMemoryTokenStorage method) (KeyedLock method) (ObjectStoreTokenStorage method) (TokenStorageBase method) delete_command() (in module nat.cli.commands.object_store.object_store) (in module nat.cli.commands.workflow.workflow_commands) delete_memory_tool() (in module nat.tool.memory_tools.delete_memory_tool) delete_object() (InMemoryObjectStore method) (MySQLObjectStore method) (ObjectStore method) (RedisObjectStore method) (S3ObjectStore method) delete_old_checkpoints (ARTBackendConfig attribute) delete_strict() (AsyncDictionary method) DeleteMemoryInput (class in nat.memory.models) DeleteToolConfig (class in nat.tool.memory_tools.delete_memory_tool) delta (ChatResponseChunkChoice attribute) denylist (EvalFilterConfig attribute) dependencies (ChildBuilder property) (LanggraphWrapperConfig attribute) deploy_on_completion (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] deployment_config (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] deployment_name (NIMDeploymentConfig attribute), [1], [2] deployment_timeout_seconds (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] deprecated() (in module nat.utils.decorators) description (A2AFrontEndConfig attribute) (AddToolConfig attribute) (AgentBaseConfig attribute) (CodeGenerationTool attribute) (DatasetLoaderInfo attribute) (DeleteToolConfig attribute) DESCRIPTION (DiscoveryContractFieldsEnum attribute) description (DiscoveryMetadata attribute) (EmbedderProviderInfo attribute) (EvaluatorInfo attribute) (FastApiFrontEndConfig.EndpointBase attribute) (Function attribute) (FunctionDetails attribute) (FunctionInfo attribute) (FunctionMiddlewareContext attribute), [1] (GetToolConfig attribute) (LanggraphWrapperConfig attribute) (LLMProviderInfo attribute) (MCPToolClient property) (MCPToolInfo attribute) (MCPToolOverrideConfig attribute) (MilvusRetrieverConfig attribute) (MultipleChoiceOption attribute) (NIMDeploymentConfig attribute), [1], [2] (ParallelExecutorConfig attribute) (ReActAgentWorkflowConfig attribute) (ReasoningFunctionConfig attribute) (ResponsesAPIAgentWorkflowConfig attribute) (RetrieverConfig attribute) (RetrieverProviderInfo attribute) (ReWOOAgentWorkflowConfig attribute) (RouterAgentWorkflowConfig attribute)

DESCRIPTION (SearchFields attribute) description (SearchResponseItem attribute) (SequentialExecutorConfig attribute) (ToolCallAgentWorkflowConfig attribute) (ToolDetails attribute) DESCRIPTION (VisualizeFields attribute) deserialize_span_attribute() (in module observability.utils.deserialize) detailed_logs (BaseAgent attribute) (ParallelExecutorConfig attribute) details (Error attribute) detect_concurrency_spikes() (in module nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) detect_llm_frameworks_in_build_fn() (in module nat.builder.workflow_builder) (in module nat.plugins.profiler.utils) DEVELOPER_NOTES (DiscoveryContractFieldsEnum attribute) developer_notes (DiscoveryMetadata attribute) DEVELOPER_NOTES (SearchFields attribute) developer_notes (SearchResponseItem attribute) device (HuggingFaceConfig attribute) (HuggingFaceEmbedderConfig attribute) dfw_elasticsearch_telemetry_exporter() (in module observability.register) DFWElasticsearchExporter (class in observability.exporter.dfw_elasticsearch_exporter) DFWElasticsearchTelemetryExporter (class in observability.register) DFWESRecord (class in observability.schema.sink.elasticsearch) (class in observability.schema.sink.elasticsearch.dfw_es_record) DFWExporter (class in observability.exporter.dfw_exporter) DFWRecordT (in module observability.processor.dfw_record_processor) DFWToDictProcessor (class in observability.processor) (class in observability.processor.dfw_record_processor) dialect (VannaLangChainLLM attribute) DictBatchFilterProcessor (class in nat.observability.processor.falsy_batch_filter_processor) DictBatchingProcessor (class in observability.exporter.dfw_exporter) dimensions (NIMEmbedderModelConfig attribute) dir (EvalOutputConfig attribute) direction (OptimizerMetric attribute) directions (ParetoVisualizer attribute) disable (EvalDatasetStructureConfig attribute) disable_legacy_routes (FastApiFrontEndConfig attribute) discover() (DiscoverOAuth2Endpoints method) discover_agent() (in module nat.plugins.a2a.cli.commands) discover_and_load_cli_plugins() (in module nat.cli.plugin_loader) discover_and_register_plugins() (in module nat.runtime.loader) discover_entrypoints() (in module nat.runtime.loader) DiscoveredBase (class in nat.middleware.utils.workflow_inventory) DiscoveredComponent (class in nat.middleware.utils.workflow_inventory) DiscoveredFunction (class in nat.middleware.utils.workflow_inventory) DiscoverOAuth2Endpoints (class in nat.plugins.mcp.auth.auth_provider) discovery_metadata (RegisteredInfo attribute) (RegisteredPackage attribute) (RegisteredToolWrapper attribute) discovery_url (BearerTokenValidator attribute) (OAuth2ResourceServerConfig attribute) DiscoveryContractFieldsEnum (class in nat.data_models.discovery_metadata) DiscoveryMetadata (class in nat.data_models.discovery_metadata) DiscoveryStatusEnum (class in nat.data_models.discovery_metadata) discriminator() (TypedBaseModel static method) dispatch() (OAuth2ValidationMiddleware method) display_name (Function attribute) dispose() (Subject method) do_auto_retry (EndpointRetryConfig attribute) (RetryMixin attribute) do_execute() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) doc_collection (Text2SQLConfig attribute) Document (class in nat.retriever.models) document_id (Document attribute) document_name (SourceResult attribute) document_prompt (NVIDIARAGToolConfig attribute) document_search() (in module nat.tool.document_search) document_separator (NVIDIARAGToolConfig attribute) DocumentChunk (class in nat.tool.nvidia_rag) 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) dpo (NeMoCustomizerHyperparameters attribute), [1], [2] dpo_trajectory_builder() (in module nat.plugins.customizer.dpo.register) DPOItem (class in nat.data_models.finetuning) DPOSpecificHyperparameters (class in nat.plugins.customizer) (class in nat.plugins.customizer.dpo) (class in nat.plugins.customizer.dpo.config) DPOTrajectoryBuilder (class in nat.plugins.customizer) (class in nat.plugins.customizer.dpo) (class in nat.plugins.customizer.dpo.trajectory_builder) DPOTrajectoryBuilderConfig (class in nat.plugins.customizer) (class in nat.plugins.customizer.dpo) (class in nat.plugins.customizer.dpo.config) drop_on_overflow (BatchConfigMixin attribute) DROPDOWN (HumanPromptModelType attribute) dropped_attributes (OtelSpan property) dropped_events (OtelSpan property) dropped_links (OtelSpan property) dtype (HuggingFaceConfig attribute) dtypes (DataFrameInfo attribute) DualNodeAgent (class in nat.plugins.langchain.agent.dual_node) dummy_set_span_in_context() (in module nat.utils.optional_imports) DummyBatchSpanProcessor (class in nat.utils.optional_imports) DummyMemoryConfig (class in nat.test.memory) 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) dynamic_middleware() (in module nat.middleware.dynamic.register) DynamicClientRegistration (class in nat.plugins.mcp.auth.auth_provider) DynamicFunctionMiddleware (class in nat.middleware.dynamic.dynamic_function_middleware) DynamicMiddlewareConfig (class in nat.middleware.dynamic.dynamic_middleware_config) DynamicTraceExporterOptWrite (class in nat.plugins.ragaai.mixin.ragaai_catalyst_mixin) DYNAMO (LLMHeaderPrefix attribute) dynamo_adk() (in module nat.plugins.adk.llm) dynamo_langchain() (in module nat.plugins.langchain.llm) dynamo_llm() (in module nat.llm.dynamo_llm) dynamo_metrics (InferenceOptimizationHolder attribute) (ProfilerConfig attribute) DynamoCoreMetrics (class in nat.plugins.profiler.inference_optimization.dynamo_metrics) DynamoMetricsCollector (class in nat.plugins.profiler.inference_optimization.dynamo_metrics) DynamoMetricsConfig (class in nat.data_models.profiler) DynamoMetricsResult (class in nat.plugins.profiler.inference_optimization.dynamo_metrics) DynamoModelConfig (class in nat.llm.dynamo_llm) DynamoPrefixContext (class in nat.llm.dynamo_llm)

E

echo_function() (in module nat.test.functions) (in module nat.test.memory) EchoFunctionConfig (class in nat.test.functions) 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) effective_config (EvalResult attribute) (EvaluationRun attribute) ElasticsearchMixin (class in observability.mixin.elasticsearch_mixin) email (JwtUserInfo attribute) EMAIL (MultipleChoiceOptionType attribute) email (User attribute) embedder (NATRAGConfig attribute) (RedisMemoryClientConfig attribute) EMBEDDER (SpanKind attribute) EMBEDDER_CLIENT (ComponentEnum attribute) embedder_langchain_test_client() (in module nat.test.embedder) embedder_name (Text2SQLConfig attribute) EMBEDDER_PROVIDER (ComponentEnum attribute) embedder_test_provider() (in module nat.test.embedder) 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 (AllowedComponentFunctions attribute) EMBEDDERS (ComponentGroup attribute) embedders (Config attribute) (DynamicMiddlewareConfig attribute) (FunctionDependencies attribute) (WorkflowInventory attribute) EmbedderTestConfig (class in nat.test.embedder) embedding_model (MilvusRetrieverConfig attribute) embedding_size (EmbedderTestConfig attribute) embeddings (Workflow attribute) empty() (ConditionEvalOutputItem class method) EmptyFunctionConfig (class in nat.data_models.function) enable (ConcurrencySpikeConfig attribute) (DynamoMetricsConfig attribute) (PredictionTrieConfig attribute) (PrefixSpanConfig attribute) (PromptCachingConfig attribute) enable_atif_evaluator (RagasEvaluatorConfig attribute) (TrajectoryEvaluatorConfig attribute) (TunableRagEvaluatorConfig attribute) enable_citations (RAGPipelineConfig attribute) enable_dynamic_registration (MCPOAuth2ProviderConfig attribute) enable_guardrails (RAGPipelineConfig attribute) enable_interactive_extensions (FastApiFrontEndConfig attribute) enable_memory_profiling (MCPFrontEndConfig attribute) enable_nested_stack (BottleneckConfig attribute) enable_nvext_hints (DynamoModelConfig attribute) enable_per_user_monitoring (GeneralConfig attribute) enable_rolling (FileTelemetryExporterConfig attribute) enable_simple_stack (BottleneckConfig attribute) enable_vlm_inference (RAGPipelineConfig attribute) enabled (CacheMiddleware property) (ContextualRedactionProcessor attribute) (CurriculumLearningConfig attribute) (DynamicFunctionMiddleware property) (DynamicMiddlewareConfig attribute) (FinetuneConfig attribute) (FunctionMiddleware property), [1] (MemoryProfiler attribute) (Middleware property), [1] (OptimizerStrategyBaseConfig attribute) (OptunaParameterOptimizationConfig attribute) (PromptOptimizationConfig attribute) enabled_mode (CacheMiddlewareConfig attribute) END (AgentDecision attribute) (IntermediateStepState attribute) end() (DummySpan method) (OtelSpan method) (Span method) end_time (_SiblingSpan attribute) (CallNode attribute) (ConcurrencySpikeInfo attribute) (NodeMetrics attribute) (OtelSpan property) (PrefixCallNode attribute) (Span attribute) end_timestamp (AtifInvocationInfo attribute), [1] end_trace() (LlamaIndexProfilerHandler method) end_ts (_CallTiming attribute) endpoint (CalcRunnerConfig attribute) (CatalystTelemetryExporter attribute) (CollectorConfigMixin attribute) (DFWElasticsearchTelemetryExporter attribute) (EvaluationRunConfig attribute) (FinetuneRunConfig attribute) (GalileoTelemetryExporter attribute) (LangfuseTelemetryExporter attribute) (LangsmithTelemetryExporter attribute) (OptimizerRunConfig attribute) (PhoenixTelemetryExporter attribute) (PypiRegistryHandlerConfig attribute) (RedTeamingRunner attribute), [1] (RestRegistryHandlerConfig attribute) endpoint_retry (EvaluationRunConfig attribute) endpoint_timeout (CalcRunnerConfig attribute) (EvaluationRunConfig attribute) (FinetuneRunConfig attribute) (OptimizerRunConfig attribute) (RedTeamingRunner attribute), [1] endpoint_url (EvalS3Config attribute) (HuggingFaceEmbedderConfig attribute) (HuggingFaceInferenceLLMConfig attribute) (S3ObjectStoreClientConfig attribute) EndpointRetryConfig (class in nat.data_models.evaluate_runtime) endpoints (FastApiFrontEndConfig attribute) engine_args (ARTBackendConfig attribute) ENHANCED_DPI (PlotConfig attribute) ENHANCED_FIGSIZE (PlotConfig attribute) ensure_description_string() (DiscoveryMetadata class method) ensure_directory_exists() (DatasetDownloader static method) ensure_index_exists() (in module nat.plugins.redis.schema) ensure_job_id() (JobStore method), [1] ensure_last_call_ts_initialized() (ADKProfilerHandler method) ensure_union_built() (TraceContainer class method) entities (PIIAnalysisResult attribute) (PIIDefenseMiddlewareConfig attribute) entity (WeaveTelemetryExporter attribute) entity_client (NeMoCustomizerTrainerAdapter property), [1], [2] entity_host (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] env (LanggraphWrapperConfig attribute) (MCPServerConfig attribute) (MCPStdioClient property) ENV_DEFAULT (EnvConfigValueSource attribute) ENV_OVERRIDE (EnvConfigValueSource attribute) env_without_nat_log_level_fixture() (in module nat.test.plugin) EnvConfigValue (class in nat.llm.utils.env_config_value) EnvConfigValueSource (class in nat.llm.utils.env_config_value) ENVIRONMENT (EpisodeItemRole attribute) environment_setup_commit (SWEBenchInput attribute) EPHEMERAL (CachePinType attribute) episode (Trajectory attribute) EpisodeItem (class in nat.data_models.finetuning) EpisodeItemRole (class in nat.data_models.finetuning) epochs (NeMoCustomizerHyperparameters attribute), [1], [2] ERROR (AuthMessageStatus attribute) error (BaseAsyncStatusResponse attribute) Error (class in nat.data_models.api_server) ERROR (CodeExecutionStatus attribute) error (ContentAnalysisResult attribute) (EvalOutputItem attribute) (EvalOutputItemLike attribute) (EvaluateItemResponse attribute) (ExecutionFailedStatus attribute) (ExecutionRecord attribute) (HumanPromptBase attribute) (JobInfo attribute), [1] (MCPPingResult attribute) (OutputVerificationResult attribute) (PreToolVerificationResult attribute) ERROR (SpanStatusCode attribute) (StatusEnum attribute) error (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) error_code (APIKeyFieldError attribute) (HeaderNameFieldError attribute) (HeaderPrefixFieldError attribute) error_count (PerUserBuilderInfo attribute) (PerUserRequestMetrics attribute) error_details (DFWESRecord attribute), [1] error_message (ConditionEvalOutputItem attribute) (ContentAnalysisResult attribute) ERROR_MESSAGE (WebSocketMessageType attribute) errors (DynamoMetricsResult attribute) ErrorTypes (class in nat.data_models.api_server) ESRequest (class in observability.schema.sink.elasticsearch.dfw_es_record) etcd_url_fixture() (in module nat.test.plugin) eval (Config attribute) eval_call (WeaveEvaluationCallback attribute) eval_command() (in module nat.plugins.eval.cli.commands) (in module nat.plugins.eval.cli.evaluate) eval_config (EvaluationRun attribute) eval_general_config (WorkflowEvalBuilder attribute) eval_input (EvaluationRun attribute) (EvaluationRunOutput attribute) eval_input_item_to_openevals_kwargs() (in module nat.plugins.langchain.eval.utils) eval_input_item_to_run_and_example() (in module nat.plugins.langchain.eval.utils) eval_input_items (EvalInput attribute) eval_logger (WeaveEvaluationCallback attribute) eval_metrics (BaseOptimizerConfig attribute) eval_output (Individual attribute) eval_output_items (EvalOutput attribute) (EvalOutputLike attribute) eval_result (TrialResult attribute) EvalAtifAdapter (class in nat.plugins.eval.runtime.atif_adapter) EvalBuilder (class in nat.builder.builder) EvalCallback (class in nat.plugins.eval.eval_callbacks) EvalCallbackManager (class in nat.plugins.eval.eval_callbacks) EvalConfig (class in nat.data_models.evaluate_config) EvalCustomScriptConfig (class in nat.data_models.evaluate_config) EvalDatasetBaseConfig (class in nat.data_models.dataset_handler) EvalDatasetBaseConfigT (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) EvalDatasetLangSmithConfig (class in nat.plugins.langchain.dataset_loader.register) 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_config) EvalInput (class in nat.data_models.evaluator) EvalInputItem (class in nat.data_models.evaluator) EvalOutput (class in nat.plugins.eval.data_models.evaluator_io) EvalOutputConfig (class in nat.data_models.evaluate_config)

EvalOutputItem (class in nat.plugins.eval.data_models.evaluator_io) EvalOutputItemLike (class in nat.data_models.evaluator) EvalOutputItemRagasReasoning (class in nat.plugins.ragas.rag_evaluator.data_models) EvalOutputLike (class in nat.data_models.evaluator) EvalResult (class in nat.plugins.eval.eval_callbacks) EvalResultItem (class in nat.plugins.eval.eval_callbacks) EvalS3Config (class in nat.data_models.dataset_handler) evaluate (FastApiFrontEndConfig attribute) EVALUATE (RuntimeTypeEnum attribute) evaluate() (BaseEvaluator method) (EvaluationHarness method), [1] evaluate_atif_fn() (AtifBaseEvaluator method), [1] (AtifEvaluator method) (TrajectoryEvaluator method) (TunableRagEvaluator method) evaluate_atif_item() (AtifBaseEvaluator method), [1] (AverageLLMLatencyAtifEvaluator method) (AverageNumberOfLLMCallsAtifEvaluator method) (AverageTokensPerLLMEndAtifEvaluator method) (AverageWorkflowRuntimeAtifEvaluator method) (RAGAtifEvaluator method) (TrajectoryEvaluator method) (TunableRagEvaluator method) evaluate_fn (EvaluatorInfo attribute) evaluate_fn() (LegacyEvaluator method) evaluate_item (FastApiFrontEndConfig attribute) evaluate_item() (AverageLLMLatencyEvaluator method) (AverageNumberOfLLMCallsEvaluator method) (AverageTokensPerLLMEndEvaluator method) (AverageWorkflowRuntimeEvaluator method) (BaseEvaluator method) (LangSmithEvaluatorAdapter method) (RAGEvaluator method) (RedTeamingEvaluator method) (TrajectoryEvaluator method) (TunableRagEvaluator method) evaluate_single_output() (RedTeamingEvaluator method) EvaluateItemRequest (class in nat.front_ends.fastapi.fastapi_front_end_config) EvaluateItemResponse (class in nat.front_ends.fastapi.fastapi_front_end_config) EvaluateRequest (class in nat.front_ends.fastapi.fastapi_front_end_config) EvaluateResponse (class in nat.front_ends.fastapi.fastapi_front_end_config) EvaluateStatusResponse (class in nat.front_ends.fastapi.fastapi_front_end_config) evaluation_context() (EvalCallback method) (EvalCallbackManager method) (WeaveEvaluationCallback method) evaluation_harness (EvaluationRun attribute) evaluation_logger_cls (WeaveEvaluationCallback attribute) evaluation_outputs (EvalResult attribute) evaluation_prompt() (in module nat.plugins.langchain.eval.tunable_rag_evaluator) evaluation_results (EvaluationRun attribute) (EvaluationRunOutput attribute) evaluation_run_outputs (MultiEvaluationRunner attribute) (MultiEvaluationRunOutput attribute) evaluation_runs (ARTTrajectoryBuilder attribute) (DPOTrajectoryBuilder attribute), [1], [2] EvaluationHarness (class in nat.plugins.eval.runtime) (class in nat.plugins.eval.runtime.eval_harness) EvaluationRemoteWorkflowHandler (class in nat.plugins.eval.runtime.remote_workflow) EvaluationResultOutput (in module nat.data_models.evaluate_runtime) EvaluationRun (class in nat.plugins.eval.runtime.evaluate) EvaluationRunConfig (class in nat.data_models.evaluate_runtime) EvaluationRunOutput (class in nat.data_models.evaluate_runtime) EVALUATOR (ComponentEnum attribute) evaluator (LangSmithCustomEvaluatorConfig attribute) (LangSmithEvaluatorConfig attribute) EVALUATOR (PluginTypes attribute) evaluator (RedTeamingScenario attribute), [1] EVALUATOR (SpanKind attribute) evaluator_defaults (RedTeamingRunnerConfig attribute), [1] evaluator_name (EvaluateItemRequest attribute) (OptimizerMetric attribute) evaluator_output_files (EvaluationRun attribute) (EvaluationRunOutput attribute) (FileEvalCallback 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) EvaluatorLLMConfig (class in nat.data_models.evaluator) EvaluatorRegisteredCallableT (in module nat.cli.type_registry) evaluators (EvalConfig attribute) event_category (IntermediateStep property) (IntermediateStepPayload property) event_state (IntermediateStep property) (IntermediateStepPayload property) event_stream (ContextState property) event_timestamp (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute) event_type (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (IntermediateStepsFilterCondition attribute) (StreamInteractionEvent attribute) (StreamOAuthEvent attribute) event_type_to_span_kind() (in module nat.data_models.span) EVENT_TYPE_TO_SPAN_KIND_MAP (in module nat.data_models.span) events (OtelSpan property) (Span attribute) eviction_policy (JobManagementConfig attribute) evidence (ReWOOPlanStep attribute) evidence_map (ReWOOGraphState attribute) example (OpenAIMessage attribute) example_id (CandidateStep attribute) (PreferencePair attribute) example_number (ConcurrencyCallNode attribute) (DataFrameRow attribute) (PrefixCallNode attribute) examples_containing (FrequentPattern attribute) examples_dir_fixture() (in module nat.test.plugin) Exc (in module nat.utils.exception_handlers.automatic_retries) exclude (FunctionGroupBaseConfig attribute) execute() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) (NATWorkflowAgentExecutor method) execute_agno_tool() (in module nat.plugins.agno.tool_wrapper) execute_code() (LocalSandbox method) (Sandbox method) execute_code_subprocess() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) execute_db_query() (in module nat.plugins.vanna.execute_db_query) execute_multi_llm_judge_function() (in module nat.experimental.test_time_compute.functions.multi_llm_judge_function) execute_python() (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) execute_query() (in module nat.plugins.vanna.db_utils) execute_score_select_function() (in module nat.experimental.test_time_compute.functions.execute_score_select_function) execute_sql (Text2SQLConfig attribute) ExecuteDBQueryConfig (class in nat.plugins.vanna.execute_db_query) ExecuteDBQueryInput (class in nat.plugins.vanna.execute_db_query) ExecuteDBQueryOutput (class in nat.plugins.vanna.execute_db_query) ExecuteScoreSelectFunctionConfig (class in nat.experimental.test_time_compute.functions.execute_score_select_function) execution_id (_ExecutionStatusBase attribute) (_OAuthExecutionContext attribute) (ExecutionRecord attribute) (StreamInteractionEvent attribute) (StreamOAuthEvent attribute) execution_levels (ReWOOGraphState attribute) ExecutionAcceptedInteraction (class in nat.data_models.interactive_http) ExecutionAcceptedOAuth (class in nat.data_models.interactive_http) ExecutionAcceptedResponse (in module nat.data_models.interactive_http) ExecutionCompletedStatus (class in nat.data_models.interactive_http) ExecutionFailedStatus (class in nat.data_models.interactive_http) ExecutionInteractionRequiredStatus (class in nat.data_models.interactive_http) ExecutionOAuthRequiredStatus (class in nat.data_models.interactive_http) ExecutionRecord (class in nat.front_ends.fastapi.execution_store) ExecutionRunningStatus (class in nat.data_models.interactive_http) ExecutionStatus (class in nat.data_models.interactive_http) ExecutionStatusResponse (in module nat.data_models.interactive_http) ExecutionStore (class in nat.front_ends.fastapi.execution_store) executor_node() (ReWOOAgentGraph method) exhaustive_pairs (DPOTrajectoryBuilderConfig attribute), [1], [2] exit_stack_size (PerUserMemoryMetrics attribute) expansion_interval (CurriculumLearningConfig attribute) expected_output (EvalResultItem attribute) expected_output_obj (AtifEvalSample attribute) (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) (JwtUserInfo attribute) (TokenValidationResult attribute) expiry_seconds (EvaluateRequest attribute) (JobInfo attribute), [1] explanation (Text2SQLOutput attribute) export() (BaseExporter method) (DummySpanExporter static method) (Exporter method) (ProcessingExporter method) (RawExporter method) (SpanExporter method) export_contract (DFWExporter property) export_otel_spans() (OtelSpanExporter method), [1] (OTLPSpanExporterMixin method) (PhoenixMixin method) (RagaAICatalystMixin method) export_processed() (DFWElasticsearchExporter method) (DFWExporter method) (ElasticsearchMixin method) (FileExportMixin method) (OtelSpanExporter method), [1] (ProcessingExporter method) (RawExporter method) (SpanExporter method) (WeaveExporter method) export_timeout (EvaluationRunConfig attribute) Exporter (class in nat.observability.exporter.exporter) exporter_manager (Workflow property) ExporterManager (class in nat.observability.exporter_manager) expose_headers (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) extra (Agent attribute), [1] (FinalMetrics attribute), [1] (Metrics attribute), [1] (ResponseATIFStep attribute) (Step attribute), [1] (SubagentTrajectoryRef attribute), [1] (Trajectory attribute), [1] extra_fields (LangSmithExtraFieldsMixin attribute) extract_bearer_token() (in module nat.authentication.jwt_utils) extract_code_output() (in module nat.tool.code_execution.utils) extract_code_to_execute() (in module nat.tool.code_execution.utils) extract_content() (in module nat.finetuning.utils.parsers.common) extract_data_from_context() (ContextualRedactionProcessor method) (SpanHeaderRedactionProcessor method), [1] extract_dependencies_with_extras_resolved() (in module nat.registry_handlers.package_utils) extract_generic_parameters_from_class() (DecomposedType static method) extract_json_from_string() (in module nat.plugins.vanna.vanna_utils) extract_metric_score() (in module nat.plugins.ragas.rag_evaluator.utils) extract_non_optional_type() (TypeIntrospectionMixin method) extract_output_from_step() (RedTeamingEvaluator method) extract_primary_exception() (in module nat.plugins.mcp.exception_handler) extract_sql_from_message() (in module nat.plugins.vanna.db_utils) extract_text_from_events() (A2ABaseClient method) extract_text_from_parts() (A2ABaseClient method) extract_text_from_task() (A2ABaseClient method) extract_timestamp() (in module observability.processor.trace_conversion) (in module observability.processor.trace_conversion.span_extractor) extract_token_usage() (in module observability.processor.trace_conversion) (in module observability.processor.trace_conversion.span_extractor) extract_usage_info() (in module observability.processor.trace_conversion) (in module observability.processor.trace_conversion.span_extractor) extract_user_from_connection() (UserManager class method) extract_worst_reasoning() (in module nat.plugins.config_optimizer.prompts.oracle_feedback) extreme_outlier_threshold (FitConfig attribute)

F

F (in module nat.experimental.decorators.experimental_warning_decorator) (in module nat.plugins.profiler.decorators.function_tracking) (in module nat.plugins.profiler.decorators.latency) (in module nat.utils.decorators) factory (IsolatedAttribute attribute) factory_fn (RegisteredEvalCallback attribute) (RegisteredOptimizerCallback attribute) fail_closed (PreToolVerifierMiddlewareConfig attribute) fail_missing_fixture() (in module nat.test.plugin) FAIL_TO_PASS (SWEBenchInput attribute) FAILED (ExecutionStatus attribute) (InteractionStatus attribute) (RunnerState attribute) (TrainingStatusEnum attribute) FAILURE (DiscoveryStatusEnum attribute) (JobStatus attribute), [1] failure_reason (ExecuteDBQueryOutput attribute) fallback_timezone (Settings attribute) FalsyBatchFilterProcessor (class in nat.observability.processor.falsy_batch_filter_processor) FalsyT (in module nat.observability.processor.falsy_batch_filter_processor) family_name (JwtUserInfo 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) fastmcp_command() (in module nat.plugins.fastmcp.cli.commands) fastmcp_server_command() (in module nat.plugins.fastmcp.cli.commands) fastmcp_server_dev() (in module nat.plugins.fastmcp.cli.commands) fastmcp_server_install() (in module nat.plugins.fastmcp.cli.commands) fastmcp_server_install_cursor() (in module nat.plugins.fastmcp.cli.commands) fastmcp_server_install_nat_workflow() (in module nat.plugins.fastmcp.cli.commands) FastMCPFrontEndConfig (class in nat.plugins.fastmcp.server.front_end_config) FastMCPFrontEndPlugin (class in nat.plugins.fastmcp.server.front_end_plugin) FastMCPFrontEndPluginWorker (class in nat.plugins.fastmcp.server.front_end_plugin_worker) FastMCPFrontEndPluginWorkerBase (class in nat.plugins.fastmcp.server.front_end_plugin_worker) feedback (TTCItem attribute) feedback_key (LangSmithJudgeConfig attribute) feedback_llm (LLMAsAJudgeEditor attribute) (LLMAsAJudgeEditorConfig attribute) feedback_template (LLMAsAJudgeEditorConfig attribute) few_shot_examples (LangSmithJudgeConfig attribute) field (EvalFilterEntryConfig attribute) field_name (GatedFieldMixinConfig attribute) fields (SearchQuery attribute) file_logging_method() (in module nat.observability.register) file_path (EvalDatasetBaseConfig attribute) FILE_PROTOCOL_PREFIX (in module nat.utils.io.yaml_tools) file_telemetry_exporter() (in module nat.observability.register) FileEvalCallback (class in nat.plugins.eval.exporters.file_eval_callback) 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) filename (DocumentChunk attribute) FileTelemetryExporterConfig (class in nat.observability.register) filter (EvalDatasetBaseConfig attribute) filter() (LogFilter method) filter_config (DatasetFilter attribute) filter_generator (RAGPipelineConfig attribute) filter_intermediate_steps() (DatasetHandler method) (IntermediateStepAdapter method) filter_parameters (GithubGetIssueModelList attribute) (GithubGetPullsModelList attribute) filter_trajectory() (IntermediateStepsFilterCondition method) (RedTeamingEvaluator method) final_answer (ReActGraphState attribute) FINAL_ANSWER_ACTION (in module nat.plugins.langchain.agent.react_agent.output_parser) final_answer_and_action (ReActOutputParserException attribute) FINAL_ANSWER_AND_PARSABLE_ACTION_ERROR_MESSAGE (in module nat.plugins.langchain.agent.react_agent.output_parser) FINAL_ANSWER_PATTERN (in module nat.plugins.langchain.agent.react_agent.output_parser) final_metrics (ResponseATIFTrajectory attribute) (Trajectory attribute), [1] finalize() (ARTTrajectoryBuilder method) (ATIFStreamConverter method) (DPOTrajectoryBuilder method), [1], [2] (TrajectoryBuilder method), [1], [2] FinalMetrics (class in nat.atif) (class in nat.atif.final_metrics) find() (PredictionTrieLookup method) find_calls_active_in_interval() (in module nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) find_contiguous_matches() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) find_distribution_name() (in module nat.registry_handlers.package_utils) find_midpoint_concurrency() (in module nat.plugins.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.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) finetune_command() (in module nat.cli.commands.finetune) FinetuneConfig (class in nat.data_models.finetuning) FinetuneRunConfig (class in nat.data_models.finetuning) finetuning (Config attribute) finetuning_main() (in module nat.finetuning.finetuning_runtime) finetuning_type (NeMoCustomizerHyperparameters attribute), [1], [2] finish_reason (ChoiceBase attribute) (ResponseChoice attribute) FINISH_REASON_MAP (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) FINISH_REASONS (in module nat.data_models.api_server) FinishReason (class in observability.schema.sink.elasticsearch.dfw_es_record) FIRST (ReductionStrategy attribute) FIRST_ONLY (CacheControlMode attribute) first_outcome (ExecutionRecord attribute) fit() (ForecastingBaseModel method), [1] (LinearModel method), [1] (RandomForestModel method), [1] fit_config (CalcRunnerConfig attribute) (LinearFitAnalyzer attribute) fit_results (CalcRunnerOutput attribute) FitConfig (class in nat.plugins.profiler.calc.data_models) FitResults (class in nat.plugins.profiler.calc.data_models) fixture_mock_async_httpx_client() (in module nat.test.plugin) fixture_mock_sync_httpx_client() (in module nat.test.plugin) fixture_mysql_server() (in module nat.test.plugin) fixture_redis_server() (in module nat.test.plugin) flatten_calls() (in module nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis) FlowHandlerBase (class in nat.authentication.interfaces) FlowState (class in nat.front_ends.fastapi.auth_flow_handlers.websocket_flow_handler) flush_interval (BatchConfigMixin attribute) follow_redirects (ZepMemoryClientConfig attribute) force_flush() (BatchingProcessor method) force_redact (ContextualRedactionProcessor attribute) force_redaction (RedactionConfigMixin attribute) ForecastingBaseModel (class in nat.plugins.profiler.forecasting.models) (class in nat.plugins.profiler.forecasting.models.forecasting_base_model) forget() (MemoryManager method) format (InputAudio attribute) format_agent_card_display() (in module nat.plugins.a2a.cli.commands) format_call_response_display() (in module nat.plugins.a2a.cli.commands) format_code_output() (in module nat.tool.code_execution.utils) format_info_display() (in module nat.plugins.a2a.cli.commands) format_mcp_error() (in module nat.plugins.mcp.exception_handler) format_schema_for_display() (in module nat.plugins.fastmcp.server.tool_converter) format_skills_display() (in module nat.plugins.a2a.cli.commands) format_tool() (in module nat.plugins.mcp.cli.commands) forward_message (RouterAgentGraphState attribute) framework (AtifInvocationInfo attribute), [1] (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute)

framework_wrappers (RegisteredFunctionGroupInfo attribute) (RegisteredFunctionInfo attribute) FrameworkLLMPrefixData (class in nat.plugins.profiler.inference_optimization.data_models) frequency (FrequentPattern attribute) frequency_penalty (ChatRequest attribute) FrequentPattern (class in nat.plugins.profiler.inference_optimization.data_models) from_config() (PerUserWorkflowBuilder class method) (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 (A2AFrontEndPluginWorker attribute) (FastApiFrontEndPluginWorkerBase property) (FastMCPFrontEndPluginWorkerBase attribute) (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 (_GenerateEndpointType attribute) full_config (A2AFrontEndPluginWorker attribute) (FastMCPFrontEndPluginWorkerBase attribute) (FrontEndBase property) (MCPFrontEndPluginWorkerBase attribute) full_dataset_entry (EvalInputItem attribute) FULL_EVAL_INSTALL_HINT (in module nat.plugins.eval.cli.evaluate) (in module nat.plugins.eval.runtime.evaluate) full_type (RegisteredInfo attribute) (TypedBaseModel attribute) func (FunctionDescriptor attribute) function (ChoiceDeltaToolCall attribute) Function (class in nat.builder.function) (class in observability.schema.sink.elasticsearch.dfw_es_record) FUNCTION (ComponentEnum attribute) (EpisodeItemRole attribute) function (EvalDatasetCustomConfig attribute) FUNCTION (IntermediateStepCategory attribute) function (RequestTool attribute) (SemanticKernelPatchMethod attribute) (ServiceTokenConfig attribute) FUNCTION (SpanKind attribute) function (ToolCall attribute) (ToolSchema attribute) function_ancestry (IntermediateStep attribute) function_context (InvocationContext attribute) function_dependencies (WorkflowBuilder attribute) FUNCTION_END (IntermediateStepType attribute) FUNCTION_GROUP (ComponentEnum attribute) function_group_dependencies (WorkflowBuilder attribute) FUNCTION_GROUPS (ComponentGroup attribute) function_groups (Config attribute) (FunctionDependencies attribute) (Workflow attribute) function_id (AtifAncestry attribute), [1] (DataFrameRow attribute) (IntermediatePropertyAdaptor property) (InvocationNode attribute) function_instance (RegisteredFunction attribute) function_middleware_invoke() (CacheMiddleware method) (FunctionMiddleware method), [1] (PreToolVerifierMiddleware method) (TimeoutMiddleware method) function_middleware_stream() (CacheMiddleware method) (ContentSafetyGuardMiddleware method) (FunctionMiddleware method), [1] (OutputVerifierMiddleware method) (PIIDefenseMiddleware method) (PreToolVerifierMiddleware method) (TimeoutMiddleware method) function_name (AtifAncestry attribute), [1] (DataFrameRow attribute) (FastApiFrontEndConfig.Endpoint attribute) (IntermediatePropertyAdaptor property) (InvocationNode attribute) (RegisteredComponentMethod attribute) (RouteInfo attribute) (ToolCall attribute), [1] function_names (BaseThinkingInjector attribute) function_path (Context property) function_path_stack (ContextState property) function_registry_fixture() (in module nat.test.plugin) FUNCTION_START (IntermediateStepType attribute) FunctionArgumentWrapper (class in nat.llm.utils.thinking) FunctionBase (class in nat.builder.function_base) FunctionBaseConfig (class in nat.data_models.function) FunctionBuildCallableT (in module nat.cli.type_registry) FunctionConfigT (in module nat.data_models.function) FunctionDependencies (class in nat.data_models.function_dependencies) FunctionDescriptor (class in nat.builder.function_info) FunctionDetails (class in observability.schema.sink.elasticsearch.dfw_es_record) FunctionGroup (class in nat.builder.function) FunctionGroupBaseConfig (class in nat.data_models.function) FunctionGroupBuildCallableT (in module nat.cli.type_registry) FunctionGroupConfigT (in module nat.data_models.function) FunctionGroupRef (class in nat.data_models.component_ref) FunctionGroupRegisteredCallableT (in module nat.cli.type_registry) FunctionInfo (class in nat.builder.function_info) FunctionMessage (class in observability.schema.sink.elasticsearch.dfw_es_record) FunctionMiddleware (class in nat.middleware) (class in nat.middleware.function_middleware) FunctionMiddlewareBaseConfig (in module nat.data_models.middleware) FunctionMiddlewareBaseConfigT (in module nat.data_models.middleware) FunctionMiddlewareChain (class in nat.middleware) (class in nat.middleware.function_middleware) FunctionMiddlewareContext (class in nat.middleware) (class in nat.middleware.middleware) FunctionParameters (class in observability.schema.sink.elasticsearch.dfw_es_record) FunctionRef (class in nat.data_models.component_ref) FunctionRegisteredCallableT (in module nat.cli.type_registry) FUNCTIONS (ComponentGroup attribute) functions (Config attribute) (FunctionDependencies attribute) (Workflow attribute) future (_FlowState attribute) (FlowState attribute) (PendingInteraction attribute) (UserInteraction attribute)

G

ga_crossover_rate (GAPromptOptimizationConfig attribute) ga_diversity_lambda (GAPromptOptimizationConfig attribute) ga_elitism (GAPromptOptimizationConfig attribute) ga_generations (GAPromptOptimizationConfig attribute) ga_mutation_rate (GAPromptOptimizationConfig attribute) ga_parallel_evaluations (GAPromptOptimizationConfig attribute) ga_population_size (GAPromptOptimizationConfig attribute) ga_selection_method (GAPromptOptimizationConfig attribute) ga_tournament_size (GAPromptOptimizationConfig attribute) galileo_api_key_fixture() (in module nat.test.plugin) galileo_log_stream_fixture() (in module nat.test.plugin) galileo_project_fixture() (in module nat.test.plugin) galileo_telemetry_exporter() (in module nat.plugins.opentelemetry.register) GalileoTelemetryExporter (class in nat.plugins.opentelemetry.register) GAPromptOptimizationConfig (class in nat.data_models.optimizer) GAPromptOptimizer (class in nat.plugins.config_optimizer.prompts.ga_prompt_optimizer) GatedFieldMixin (class in nat.data_models.gated_field_mixin) GatedFieldMixinConfig (class in nat.data_models.gated_field_mixin) general (Config attribute) (EvalConfig attribute) (RedTeamingRunnerConfig attribute), [1] general_config (WorkflowBuilder attribute) GeneralConfig (class in nat.data_models.config) GENERATE (WorkflowSchemaType attribute) generate() (NatLangChainRagasLLMAdapter method) generate_and_save_report() (in module nat.plugins.security.eval.runners.red_teaming_runner.report_utils) 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_sql() (VannaLangChain method) generate_standard_plots() (in module nat.plugins.security.eval.runners.red_teaming_runner.report_utils) 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_atif() (in module nat.front_ends.fastapi.response_helpers) generate_streaming_response_atif_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) generate_workflow_configs() (RedTeamingRunner method), [1] generated_answer_key (DatasetHandler property) (EvalDatasetStructureConfig attribute) GenerateResponse (class in nat.data_models.api_server) generation_template (MultiLLMGenerationConfig attribute) GET (_ChatEndpointMethod attribute) (_GenerateEndpointMethod attribute) (HTTPMethod attribute) get() (AsyncDictionary method) (AsyncIOProducerConsumerQueue method) (Context static method) (ContextState static method) (DynamoPrefixContext class method) (ExecutionStore method) (ExporterManager method) (GlobalSettings static method) (GlobalTypeConverter static method) (GlobalTypeRegistry static method) (ModelCache method) get_a2a_function_group() (in module nat.plugins.a2a.cli.commands) get_access_token() (ServiceAccountTokenClient method) get_accessible_functions() (FunctionGroup method) get_active_instance_count() (BaseExporter class method) (IntermediateStepManager class method) get_active_resource_count() (ResourceConflictMixin class method) get_adapter() (TraceAdapterRegistry class method), [1], [2] get_agent_action_single() (IntermediateStepAdapter method) get_agent_actions() (IntermediateStepAdapter method) get_all_entrypoints_distro_mapping() (in module nat.runtime.loader) get_all_exporters() (ExporterManager method) (Workflow method) get_all_functions() (FunctionGroup method) get_all_jobs() (JobStore method), [1] 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_async_job_status() (in module nat.front_ends.fastapi.routes.async_generation) get_auth_provider() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_auth_providers() (Builder method) (SyncBuilder method) get_available_destinations (in module observability.schema.schema_registry) get_available_destinations() (SchemaRegistry class method) get_available_schemas (in module observability.schema.schema_registry) get_available_schemas() (SchemaRegistry class method) get_base_model_function_input() (FunctionDescriptor method) get_base_model_function_output() (FunctionDescriptor method) get_base_type() (DecomposedType method) get_cached_model() (in module nat.llm.huggingface_llm) get_call_tracker() (in module nat.llm.prediction_context) get_class_name() (in module nat.front_ends.fastapi.utils) get_collection_by_name() (NemoRetriever method) get_collections() (NemoRetriever method) get_command() (StartCommandGroup method) get_common_prefixes() (in module nat.plugins.profiler.inference_optimization.prompt_caching) get_config() (FunctionGroup method) get_config_file_path() (in module nat.front_ends.fastapi.utils) get_context() (IntermediateStepAdapter method) get_contract_class() (ContractVersion method), [1] get_conversation_handler() (FastApiFrontEndPluginWorker method) get_core_metrics() (DynamoMetricsResult method) get_credentials() (A2ACredentialService method) get_current_file_path() (FileExportMixin method) get_current_union() (TraceAdapterRegistry class method), [1], [2] get_curriculum_state() (Trainer method), [1], [2] get_dataset_loader() (EvalBuilder method) (TypeRegistry method) (WorkflowEvalBuilder method) get_dataset_loader_config() (EvalBuilder method) (WorkflowEvalBuilder method) get_db_engine() (in module nat.front_ends.fastapi.async_jobs) (in module nat.front_ends.fastapi.async_jobs.job_store) get_distribution_name_from_config_type() (DiscoveryMetadata static method) get_distribution_name_from_metadata() (DiscoveryMetadata static method) get_distribution_name_from_module() (DiscoveryMetadata static method) get_distributions() (in module nat.registry_handlers.package_utils) get_document_title() (BaseRagResult method) (DocumentChunk method) (SourceResult method) get_dynamo_field_names() (DynamoModelConfig static method) get_effective_config() (LayeredConfig method) get_effective_kv_efficiency() (DynamoCoreMetrics method) get_embedder() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_embedder_client() (TypeRegistry method) get_embedder_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_embedder_provider() (TypeRegistry method) get_embedders() (Builder method) (SyncBuilder method) get_end_time() (OtelSpan method) get_eval_callback() (TypeRegistry method) get_eval_input_from_dataset() (DatasetHandler method) get_eval_input_from_df() (DatasetHandler method) get_eval_project_name() (EvalCallbackManager method) (LangSmithEvaluationCallback method) get_evaluator() (EvalBuilder method) (TypeRegistry method) (WorkflowEvalBuilder method) get_evaluator_config() (EvalBuilder method) (WorkflowEvalBuilder method) get_excluded_functions() (FunctionGroup method) get_existing_channel_interactive() (in module nat.utils.settings.global_settings) get_expires_at() (JobStore method), [1] get_exporter() (ExporterManager method) get_file_exporter() (EvaluationRun method) get_file_info() (FileExportMixin method) get_format_instructions() (ReActOutputParser method) get_front_end() (TypeRegistry method) get_function() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_function_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_function_dependencies() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_function_description() (in module nat.plugins.fastmcp.server.tool_converter) (in module nat.plugins.mcp.server.tool_converter) get_function_group() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_function_group_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_function_group_dependencies() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_function_groups() (Builder method) (SyncBuilder method) get_functions() (Builder method) (SyncBuilder method) get_included_functions() (FunctionGroup method) get_infos_by_type() (TypeRegistry method) get_instance() (VannaSingleton class method) get_intermediate_step_parent_id() (MessageValidator method) get_isolated_instance_count() (BaseExporter class method) get_job() (JobStore method), [1] get_jobs_by_status() (JobStore method), [1] get_last_job() (JobStore method), [1] get_links() (OtelSpan method) get_llm() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_llm_client() (TypeRegistry method) get_llm_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_llm_provider() (TypeRegistry method) get_llms() (Builder method) (SyncBuilder 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) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_memory_client_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_memory_clients() (Builder method) (SyncBuilder 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_metrics() (ARTTrainer method) (NeMoCustomizerTrainer method), [1] (Trainer method), [1], [2] get_middleware() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (TypeRegistry method) (WorkflowBuilder method)

get_middleware_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_middleware_list() (Builder method) (SyncBuilder method) get_module_name_from_distribution() (in module nat.registry_handlers.package_utils) get_object() (InMemoryObjectStore method) (MySQLObjectStore method) (ObjectStore method) (RedisObjectStore method) (S3ObjectStore method) get_object_store() (TypeRegistry method) get_object_store_client() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_object_store_clients() (Builder method) (SyncBuilder method) get_object_store_config() (Builder method) (ChildBuilder method) (in module nat.cli.commands.object_store.object_store) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_op_name() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) get_opentelemetry_sdk_version() (in module nat.plugins.opentelemetry.otel_span_exporter) get_optimization_summary() (DynamoCoreMetrics method) get_optimizer() (TypeRegistry method) get_optimizer_callback() (TypeRegistry method) get_optional_type() (DecomposedType method) get_output_dir() (EvalBuilder method) (WorkflowEvalBuilder method) get_outstanding_step_count() (IntermediateStepManager method) get_parent() (OtelSpan method) get_preferred_item() (DiscoveryMetadata static method) get_processor_by_name() (ProcessingExporter method) get_pydantic_schema() (DecomposedType method) get_registered() (DynamicFunctionMiddleware method) get_registered_auth_providers() (TypeRegistry method) get_registered_channel_info_by_channel_type() (TypeRegistry method) get_registered_dataset_loaders() (TypeRegistry method) get_registered_embedder_providers() (TypeRegistry method) get_registered_evaluators() (TypeRegistry method) get_registered_front_ends() (TypeRegistry method) get_registered_function_groups() (TypeRegistry method) get_registered_functions() (TypeRegistry method) get_registered_keys() (DynamicFunctionMiddleware method) get_registered_llm_providers() (TypeRegistry method) get_registered_logging_method() (TypeRegistry method) get_registered_memorys() (TypeRegistry method) get_registered_middleware() (TypeRegistry method) get_registered_object_stores() (TypeRegistry method) get_registered_optimizers() (TypeRegistry method) get_registered_registry_handlers() (TypeRegistry method) get_registered_retriever_providers() (TypeRegistry method) get_registered_telemetry_exporters() (TypeRegistry method) get_registered_trainer_adapters() (TypeRegistry method) get_registered_trainers() (TypeRegistry method) get_registered_trajectory_builders() (TypeRegistry method) get_registered_ttc_strategies() (TypeRegistry method) get_registered_types_by_component_type() (TypeRegistry method) get_registry_handler() (TypeRegistry method) get_related_record() (MilvusVectorStore method) get_repo_root() (in module nat.cli.commands.workflow.workflow_commands) get_retriever() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_retriever_client() (TypeRegistry method) get_retriever_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_retriever_provider() (TypeRegistry method) get_retrievers() (Builder method) (SyncBuilder method) get_sandbox() (in module nat.tool.code_execution.code_sandbox) get_schema (in module observability.schema.schema_registry) get_schema() (SchemaRegistry class method) get_schemas_for_destination (in module observability.schema.schema_registry) get_schemas_for_destination() (SchemaRegistry class method) get_secret_value() (in module nat.data_models.common) get_similar_question_sql() (MilvusVectorStore method) get_single_endpoint() (in module nat.front_ends.fastapi.routes.common_utils) get_span_context() (OtelSpan method) get_sql_prompt() (VannaLangChainLLM method) get_stats() (BatchingProcessor method) (MemoryProfiler method) get_status() (JobStore method), [1] (OtelSpan method) get_step_adaptor() (FastApiFrontEndPluginWorker method) (FastApiFrontEndPluginWorkerBase method) get_stream_data() (ResponseATIFStep method) (ResponseATIFTrajectory method) (ResponseBaseModelIntermediate method) (ResponseBaseModelOutput method) (ResponseObservabilityTrace method) (ResponsePayloadOutput method) (ResponseSerializable method) (StreamInteractionEvent method) (StreamOAuthEvent method) get_streaming_endpoint() (in module nat.front_ends.fastapi.routes.common_utils) get_streaming_raw_endpoint() (in module nat.front_ends.fastapi.routes.generate) get_task() (A2ABaseClient method) get_telemetry_exporter() (TypeRegistry method) get_tool() (Builder method) (ChildBuilder method) (MCPBaseClient method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_tool_wrapper() (TypeRegistry method) get_tools() (Builder method) (ChildBuilder method) (MCPBaseClient method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_trace_container() (in module observability.processor.trace_conversion.span_to_dfw) get_tracer() (DummyTrace static method) (DummyTracerProvider static method) get_tracer_provider() (DummyTrace static method) get_tracing_configs() (in module nat.observability.utils.tracing_utils) get_trainer() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_trainer_adapter() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_trainer_adapter_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_trainer_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_training_data() (MilvusVectorStore method) get_training_sql_prompt() (VannaLangChainLLM method) get_trajectory() (ATIFStreamConverter method) (EvalAtifAdapter method) get_trajectory_builder() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_trajectory_builder_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_transitive_dependencies() (in module nat.registry_handlers.package_utils) get_trial_project_name() (LangSmithOptimizationCallback method) (OptimizerCallbackManager method) get_ttc_strategy() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (TypeRegistry method) (WorkflowBuilder method) get_ttc_strategy_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_type_info() (in module nat.plugins.semantic_kernel.tool_wrapper) get_unbound_params() (MilvusRetriever method) (NemoRetriever method) get_user_details() (UserInfo method) get_user_id() (UserInfo method) get_value() (LayeredConfig method) get_version() (in module nat.cli.entrypoint) get_worker_class() (FastApiFrontEndPlugin method) (FastMCPFrontEndPlugin method) (MCPFrontEndPlugin method) get_worker_class_name() (FastApiFrontEndPlugin method) (FastMCPFrontEndPlugin method) (MCPFrontEndPlugin method) get_workflow() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_workflow_config() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (SyncBuilder method) (WorkflowBuilder method) get_workflow_input_schema() (SessionManager method) get_workflow_path_from_name() (in module nat.cli.commands.workflow.workflow_commands) get_workflow_single_output_schema() (SessionManager method) get_workflow_streaming_output_schema() (SessionManager method) get_wrapper_node_count() (AutoMemoryWrapperGraph method) GetTaskInput (class in nat.plugins.a2a.client.client_impl) GetToolConfig (class in nat.tool.memory_tools.get_memory_tool) github_files_tool() (in module nat.tool.github_tools) github_tool() (in module nat.tool.github_tools) GithubCommitCodeModel (class in nat.tool.github_tools) GithubCommitCodeModelList (class in nat.tool.github_tools) GithubCreateIssueModel (class in nat.tool.github_tools) GithubCreateIssueModelList (class in nat.tool.github_tools) GithubCreatePullList (class in nat.tool.github_tools) GithubCreatePullModel (class in nat.tool.github_tools) GithubFilesGroupConfig (class in nat.tool.github_tools) GithubGetIssueModel (class in nat.tool.github_tools) GithubGetIssueModelList (class in nat.tool.github_tools) GithubGetPullsModel (class in nat.tool.github_tools) GithubGetPullsModelList (class in nat.tool.github_tools) GithubGroupConfig (class in nat.tool.github_tools) GithubUpdateIssueModel (class in nat.tool.github_tools) GithubUpdateIssueModelList (class in nat.tool.github_tools) given_name (JwtUserInfo attribute) GlobalSettings (class in nat.settings.global_settings) GlobalTypeConverter (class in nat.utils.type_converter) GlobalTypeRegistry (class in nat.cli.type_registry) google_adk_tool_wrapper() (in module nat.plugins.adk.tool_wrapper) gpu (NIMDeploymentConfig attribute), [1], [2] 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.plugins.profiler.calc.data_models) graph (BaseAgent attribute) (LanggraphWrapperConfig attribute) GraphDefType (in module nat.plugins.langchain.langgraph_workflow) GRID (SamplerType attribute) GRID_ALPHA (PlotConfig attribute) group_from_component() (in module nat.builder.component_utils) groups (JwtUserInfo attribute) GUARDRAIL (SpanKind attribute) GuardResponseResult (class in nat.middleware.defense.defense_middleware_data_models)

H

handle_async_request() (_DynamoTransport method) handle_mcp_exceptions() (in module nat.plugins.mcp.exception_handler) handle_tool_errors (ResponsesAPIAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) handler (StrandsToolInstrumentationHook attribute) has_base_type (DecomposedType property) has_callbacks (EvalCallbackManager property) (OptimizerCallbackManager property) has_core_metrics() (DynamoMetricsResult method) has_manual_latency_sensitivity (Context property) has_multimodal_content() (Trajectory method), [1] has_samples() (MetricsAccumulator method) has_single_output (FunctionBase property) (LambdaFunction property) (Workflow property) has_streaming_output (FunctionBase property) (LambdaFunction property) (Workflow property) has_union_input (TypeIntrospectionMixin property) has_union_output (TypeIntrospectionMixin property) HashableBaseModel (class in nat.data_models.common) head (GithubGetPullsModel attribute) HEAD (HTTPMethod attribute) HEADER (CredentialKind attribute) (CredentialLocation attribute) header (ServiceTokenConfig attribute) header_capture_function() (in module nat.test.functions) header_name (BearerTokenCred attribute) (HeaderCaptureFunctionConfig attribute) HEADER_NAME_REGEX (in module nat.authentication.api_key.api_key_auth_provider_config) HeaderAuthScheme (class in nat.data_models.authentication) HeaderCaptureFunctionConfig (class in nat.test.functions) HeaderCred (class in nat.data_models.authentication) HeaderNameFieldError HeaderPrefixFieldError HeaderRedactionConfigMixin (class in nat.observability.mixin.redaction_config_mixin) headers (AuthenticatedContext attribute) (DFWElasticsearchTelemetryExporter attribute) (OpenAIMCPSchemaTool attribute) (Request attribute) (RequestAttributes property) (SpanHeaderRedactionProcessor attribute), [1] health_check() (DynamoMetricsCollector method) hf_api (NeMoCustomizerTrainerAdapter property), [1], [2] hf_token (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] HIGH (PrivacyLevel attribute) high (SearchSpace attribute) hints_text (SWEBenchInput attribute) history_length (GetTaskInput attribute)

host (A2AFrontEndConfig attribute) (FastApiFrontEndConfig attribute) (FastMCPFrontEndConfig attribute) (MCPFrontEndConfig attribute) (Mem0MemoryClientConfig attribute) (MySQLObjectStoreClientConfig attribute) (RedisMemoryClientConfig attribute) (RedisObjectStoreClientConfig attribute) HOST_ENV (MySQLObjectStoreClientConfig attribute) HTTP_BASIC (AuthFlowType attribute) http_basic_auth_provider() (in module nat.authentication.http_basic_auth.register) http_client (HttpClients attribute) http_client() (in module nat.llm.utils.http_client) http_clients() (in module nat.llm.utils.http_client) 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) HttpClients (class in nat.llm.utils.http_client) HTTPInteractiveRunner (class in nat.front_ends.fastapi.http_interactive_runner) HTTPMethod (class in nat.data_models.authentication) huggingface_embedder_provider() (in module nat.embedder.huggingface_embedder) huggingface_inference_langchain() (in module nat.plugins.langchain.llm) huggingface_inference_provider() (in module nat.llm.huggingface_inference_llm) huggingface_langchain() (in module nat.plugins.langchain.embedder) (in module nat.plugins.langchain.llm) huggingface_provider() (in module nat.llm.huggingface_llm) HuggingFaceConfig (class in nat.llm.huggingface_llm) HuggingFaceEmbedderConfig (class in nat.embedder.huggingface_embedder) HuggingFaceInferenceLLMConfig (class in nat.llm.huggingface_inference_llm) 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) hyperparameters (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2]

I

iat (TokenValidationResult attribute) id (BinaryHumanPromptOption attribute) (ChatResponse attribute) (ChatResponseChunk attribute) (ChoiceDeltaToolCall attribute) (Collection attribute) (EvalInputItem attribute) (EvalOutputItem attribute) (EvalOutputItemLike attribute) (InteractionBase attribute) (MultipleChoiceOption attribute) (OpenAIMessage attribute) (Response attribute) (ResponseIntermediateStep attribute) (WebSocketObservabilityTraceMessage attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) id_key (DatasetHandler property) (EvalDatasetBaseConfig attribute) identity_claim (JwtUserInfo property) image_name (NIMDeploymentConfig attribute), [1], [2] image_tag (NIMDeploymentConfig attribute), [1], [2] IMAGE_URL (ChatContentType attribute) image_url (ImageContent attribute) ImageContent (class in nat.data_models.api_server) ImageSource (class in nat.atif) (class in nat.atif.content) ImageUrl (class in nat.data_models.api_server) import_adk_early() (in module nat.test.plugin) import_class_from_string() (in module nat.front_ends.fastapi.utils) IMPORT_ERROR_MESSAGE (in module nat.llm.utils.error) in_memory_object_store() (in module nat.object_store.in_memory_object_store) IN_PROGRESS (InteractionStatus attribute) (WebSocketMessageStatus attribute) include (FunctionGroupBaseConfig attribute) include_skills_in_description (A2AClientConfig attribute) include_tool_input_schema_in_tool_description (ReActAgentWorkflowConfig attribute) (ReWOOAgentWorkflowConfig attribute) increment() (LLMCallTracker method) increment_percentile (CurriculumLearningConfig attribute) index (ChoiceBase attribute) (ChoiceDeltaToolCall attribute) (DFWElasticsearchTelemetryExporter attribute) (ResponseChoice attribute) INDEX_NAME (in module nat.plugins.redis.redis_editor) (in module nat.plugins.redis.schema) Individual (class in nat.plugins.config_optimizer.prompts.ga_individual) InferenceMetricsModel (class in nat.data_models.evaluate_runtime) InferenceOptimizationHolder (class in nat.plugins.profiler.profile_runner) inflight_requests_frontend (DynamoMetricsResult attribute) inflight_requests_worker (DynamoMetricsResult attribute) info_command() (in module nat.cli.commands.info.info) info_mcp_deprecated() (in module nat.cli.commands.info.info) init_args (ARTBackendConfig attribute) initial_percentile (CurriculumLearningConfig attribute) initial_prompt (Text2SQLConfig attribute) initialize() (ARTTrainer method) (ARTTrainerAdapter method) (NeMoCustomizerTrainer method), [1] (NeMoCustomizerTrainerAdapter method), [1], [2] (Trainer method), [1], [2] (TrainerAdapter method), [1], [2] (TrajectoryBuilder method), [1], [2] initialize_evaluators() (FastApiFrontEndPluginWorker method) INITIALIZED (RunnerState attribute) inject() (BaseThinkingInjector method) InMemoryObjectStore (class in nat.object_store.in_memory_object_store) InMemoryObjectStoreConfig (class in nat.object_store.in_memory_object_store) InMemoryTokenStorage (class in nat.authentication.token_storage) inner_agent_fn (AutoMemoryWrapperGraph attribute) inner_agent_name (AutoMemoryAgentConfig attribute) inner_agent_node() (AutoMemoryWrapperGraph method) input (StreamEventData attribute) INPUT (TargetLocation attribute) input (TTCItem attribute) input_audio (AudioContent attribute) INPUT_AUDIO (ChatContentType attribute) input_class (FunctionBase property) input_file (ConsoleFrontEndConfig attribute) input_key (EvalDatasetLangSmithConfig attribute) input_llm (TTCToolWrapperFunctionConfig attribute) input_message (ChatRequestOrMessage attribute) (Context property) (ContextState attribute) INPUT_MIME_TYPE (SpanAttributes attribute) input_obj (EvalInputItem attribute) (EvalResultItem attribute) input_obj_field (RagasEvaluatorConfig attribute) (RAGEvaluator attribute) input_query (ConsoleFrontEndConfig attribute) input_schema (FunctionBase property) (FunctionDescriptor attribute) (FunctionInfo attribute) (FunctionMiddlewareContext attribute), [1] (MCPToolClient property) INPUT_SCHEMA_MESSAGE (in module nat.plugins.langchain.agent.base) input_type (_HumanPromptOAuthConsent attribute) (FunctionBase property) (FunctionDescriptor attribute) (HumanPromptBinary attribute) (HumanPromptCheckbox attribute) (HumanPromptDropdown attribute) (HumanPromptNotification attribute) (HumanPromptRadio attribute) (HumanPromptText attribute) (TypeIntrospectionMixin property) input_type_is_base_model (FunctionDescriptor attribute) input_union_types (TypeIntrospectionMixin property) input_value (OpenAITraceSourceBase attribute) INPUT_VALUE (SpanAttributes attribute) InputAudio (class in nat.data_models.api_server) InputSpanT (in module nat.observability.exporter.span_exporter) InputT (in module nat.builder.function_base) (in module nat.observability.exporter.raw_exporter) (in module nat.observability.processor.callback_processor) (in module nat.observability.processor.processor) instance (ConfiguredAuthProvider attribute) (ConfiguredDatasetLoader attribute) (ConfiguredEmbedder attribute) (ConfiguredEvaluator attribute) (ConfiguredFunction attribute) (ConfiguredFunctionGroup attribute) (ConfiguredLLM attribute) (ConfiguredMemory attribute) (ConfiguredMiddleware attribute) (ConfiguredObjectStore attribute) (ConfiguredRetriever attribute) (ConfiguredTelemetryExporter attribute) (ConfiguredTrainer attribute) (ConfiguredTrainerAdapter attribute) (ConfiguredTrajectoryBuilder attribute) (ConfiguredTTCStrategy attribute) (DiscoveredBase attribute) (DiscoveredFunction attribute) instance() (VannaSingleton class method) instance_id (ComponentInstanceData attribute) (SWEBenchInput attribute) (SWEBenchOutput attribute)

instance_name (Function attribute) (FunctionGroup property) instruction_prompt_template (ReasoningFunctionConfig attribute) instrument() (ADKProfilerHandler method) (AgnoProfilerHandler method) (AutoGenProfilerHandler method) (CrewAIProfilerHandler method) (SemanticKernelProfilerHandler method) (StrandsProfilerHandler method) instrumentation_scope (_SharedObjects attribute) (OtelSpan property) interaction_id (ExecutionAcceptedInteraction attribute) (ExecutionInteractionRequiredStatus attribute) (PendingInteraction attribute) (StreamInteractionEvent attribute) INTERACTION_REQUIRED (ExecutionStatus attribute) InteractionBase (class in nat.data_models.interactive) InteractionPrompt (class in nat.data_models.interactive) InteractionResponse (class in nat.data_models.interactive) InteractionResponseRequest (class in nat.data_models.interactive_http) InteractionStatus (class in nat.data_models.interactive) interarrival_ms (_NodeAccumulators attribute) (LLMCallPrediction attribute), [1] intercept (LinearFitResult attribute) INTERMEDIATE_DATA_PREFIX (in module nat.plugins.eval.runtime.remote_workflow) intermediate_parent_id (WebSocketSystemIntermediateStepMessage attribute) intermediate_results (ReWOOGraphState attribute) intermediate_step (ConditionEvalOutputItem attribute) intermediate_step_adapter (DatasetHandler attribute) (EvaluationRun attribute) intermediate_step_filters (RedTeamingEvaluator attribute) (RedTeamingEvaluatorConfig attribute) intermediate_step_manager (Context property) INTERMEDIATE_STEP_MESSAGE (WebSocketMessageType attribute) intermediate_steps (GenerateResponse attribute) IntermediatePropertyAdaptor (class in nat.plugins.profiler.intermediate_property_adapter) IntermediateStep (class in nat.data_models.intermediate_step) IntermediateStepAdapter (class in nat.plugins.eval.utils.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) IntermediateStepsFilterCondition (class in nat.plugins.security.eval.red_teaming_evaluator.filter_conditions) IntermediateStepState (class in nat.data_models.intermediate_step) IntermediateStepToATIFConverter (class in nat.utils.atif_converter) IntermediateStepType (class in nat.data_models.intermediate_step) INTERRUPTED (JobStatus attribute), [1] introspection_endpoint (BearerTokenValidator attribute) (OAuth2ResourceServerConfig attribute) IntrospectionTokenVerifier (class in nat.plugins.mcp.server.introspection_token_verifier) INVALID_DATA_CONTENT (ErrorTypes attribute) INVALID_MESSAGE (ErrorTypes attribute) INVALID_MESSAGE_TYPE (ErrorTypes attribute) INVALID_USER_MESSAGE_CONTENT (ErrorTypes attribute) invocation (AtifStepExtra attribute), [1] invocation_id (AtifInvocationInfo attribute), [1] InvocationContext (class in nat.middleware.middleware) InvocationNode (class in nat.data_models.invocation_node) invoke_subcommand() (StartCommandGroup method) ip (ARTBackendConfig attribute) is_active (PerUserSessionMetrics attribute) is_annotated (DecomposedType property) is_async_callable() (in module nat.utils.callable_utils) is_async_gen (FunctionDescriptor attribute) is_async_generator (DecomposedType property) is_authenticating (AuthAdapter attribute) is_best (TrialResult attribute) is_class (DecomposedType property) is_closed() (AsyncIOProducerConsumerQueue method) is_compatible_with_input() (TypeIntrospectionMixin method) is_complete() (DynamoCoreMetrics method) is_connected (MCPBaseClient property) is_conversation (ChatRequestOrMessage property) is_copied_context (Step attribute), [1] is_coroutine (FunctionDescriptor attribute) is_debugger_attached() (in module nat.utils.debugging_utils) is_empty (DecomposedType property) is_evaluating (Context property) is_expired (JobInfo attribute), [1] is_expired() (AuthResult method) is_field_optional() (in module nat.plugins.mcp.server.tool_converter) is_file_path_url() (DatasetDownloader static method) is_final (Middleware property), [1] is_generic (DecomposedType property) is_healthy() (ARTTrainerAdapter method) (NeMoCustomizerTrainerAdapter method), [1], [2] (TrainerAdapter method), [1], [2] is_input_typed (FunctionDescriptor attribute) is_instance() (DecomposedType method) is_isolated_instance (BaseExporter property) is_llm (_SiblingSpan attribute) is_optional (DecomposedType property) is_output_compatible_with() (TypeIntrospectionMixin method) is_output_typed (FunctionDescriptor attribute) is_per_user (RegisteredInfo attribute) is_prompt (SearchSpace attribute) is_recording() (OtelSpan method) is_registered (in module observability.schema.schema_registry) is_registered() (SchemaRegistry class method) is_remote (OtelSpan property) is_root (ComponentInstanceData attribute) is_safe (ContentAnalysisResult attribute) (GuardResponseResult attribute) is_set() (DynamoPrefixContext class method) is_string (ChatRequestOrMessage property) is_structured_input() (DatasetHandler method) is_subtype() (DecomposedType method) is_type_compatible() (DecomposedType static method) is_union (DecomposedType property) is_valid_json() (in module nat.utils.type_utils) is_workflow_per_user (SessionManager property) IsolatedAttribute (class in nat.observability.exporter.base_exporter) IsolatedAttributeT (in module nat.observability.exporter.base_exporter) issue_deprecation_warning() (in module nat.utils.decorators) issue_experimental_warning() (in module nat.experimental.decorators.experimental_warning_decorator) issue_number (GithubUpdateIssueModel attribute) issued_at (JwtUserInfo attribute) issuer (BearerTokenValidator attribute) (JwtUserInfo attribute) (TokenValidationResult attribute) issuer_url (OAuth2ResourceServerConfig attribute) issues (GithubCreateIssueModelList attribute) (GithubUpdateIssueModelList attribute) item (EvaluateItemRequest attribute) item_id (AtifEvalSample attribute) (EvalResultItem attribute) items (EvalResult attribute) items() (AsyncDictionary method) iter_file_changes() (in module nat.plugins.fastmcp.cli.utils) 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) itl_p50 (DynamoMetricsResult attribute) itl_p50_seconds (DynamoCoreMetrics attribute) itl_p95 (DynamoMetricsResult attribute) itl_p95_seconds (DynamoCoreMetrics attribute) itl_p99 (DynamoMetricsResult attribute) itl_p99_seconds (DynamoCoreMetrics attribute)

J

job_id (BaseAsyncResponse attribute) (BaseAsyncStatusResponse attribute) (EvaluateRequest attribute) (JobInfo attribute), [1] (OutputUploader attribute) job_management (EvalOutputConfig attribute) JobEvictionPolicy (class in nat.data_models.evaluate_config) JobInfo (class in nat.front_ends.fastapi.async_jobs) (class in nat.front_ends.fastapi.async_jobs.job_store) JobManagementConfig (class in nat.data_models.evaluate_config) JobStatus (class in nat.front_ends.fastapi.async_jobs) (class in nat.front_ends.fastapi.async_jobs.job_store) JobStore (class in nat.front_ends.fastapi.async_jobs) (class in nat.front_ends.fastapi.async_jobs.job_store) join() (AsyncIOProducerConsumerQueue method)

JSON (MimeTypes attribute), [1] JSONValue (in module observability.utils.deserialize) jti (TokenValidationResult attribute) judge_kwargs (LangSmithJudgeConfig attribute) judge_llm (LLMJudgeSelectionConfig attribute) judge_llm_bound (LLMJudgeSelection attribute) judge_llm_prompt (RedTeamingEvaluator attribute) (RedTeamingEvaluatorConfig attribute) (TunableRagEvaluator attribute) (TunableRagEvaluatorConfig attribute) jwks_uri (BearerTokenValidator attribute) (OAuth2ResourceServerConfig attribute) JWT (AuthMethod attribute) JwtAuthPayload (class in nat.data_models.api_server) JwtUserInfo (class in nat.data_models.user_info)

K

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

kv_cache_hit_rate_sglang (DynamoMetricsResult attribute) kv_cache_usage_percent (DynamoMetricsResult attribute) kv_efficiency (DynamoCoreMetrics attribute) kv_efficiency_fallback (DynamoCoreMetrics attribute) kve_cached_tokens_rate (DynamoMetricsResult attribute) kve_device_blocks_rate (DynamoMetricsResult attribute) kve_disk_blocks_rate (DynamoMetricsResult attribute) kve_host_blocks_rate (DynamoMetricsResult attribute) kve_prompt_tokens_rate (DynamoMetricsResult attribute) kwargs (EvalCustomScriptConfig attribute) (EvalDatasetCustomConfig attribute) (FunctionArgumentWrapper attribute) (RagasMetricConfig attribute) (ServiceTokenConfig attribute)

L

label (BinaryHumanPromptOption attribute) (MultipleChoiceOption attribute) labels (GithubGetIssueModel attribute) (GithubUpdateIssueModel attribute) LambdaFunction (class in nat.builder.function) LANGCHAIN (LLMFrameworkEnum attribute) langchain_tool_wrapper() (in module nat.plugins.langchain.tool_wrapper) (in module nat.plugins.llama_index.tool_wrapper) LangchainProfilerHandler (class in nat.plugins.langchain.callback_handler) langfuse_bucket_fixture() (in module nat.test.plugin) langfuse_keys_fixture() (in module nat.test.plugin) langfuse_telemetry_exporter() (in module nat.plugins.opentelemetry.register) langfuse_trace_url_fixture() (in module nat.test.plugin) langfuse_url_fixture() (in module nat.test.plugin) LangfuseTelemetryExporter (class in nat.plugins.opentelemetry.register) LanggraphWrapperConfig (class in nat.plugins.langchain.langgraph_workflow) LanggraphWrapperFunction (class in nat.plugins.langchain.langgraph_workflow) LanggraphWrapperInput (class in nat.plugins.langchain.langgraph_workflow) LanggraphWrapperOutput (class in nat.plugins.langchain.langgraph_workflow) langsmith_api_key_fixture() (in module nat.test.plugin) langsmith_client_fixture() (in module nat.test.plugin) langsmith_project_name_fixture() (in module nat.test.plugin) langsmith_result_to_eval_output_item() (in module nat.plugins.langchain.eval.utils) langsmith_telemetry_exporter() (in module nat.plugins.opentelemetry.register) LangSmithCustomEvaluatorConfig (class in nat.plugins.langchain.eval.langsmith_custom_evaluator) LangSmithEvaluationCallback (class in nat.plugins.langchain.langsmith.langsmith_evaluation_callback) LangSmithEvaluatorAdapter (class in nat.plugins.langchain.eval.langsmith_evaluator_adapter) LangSmithEvaluatorConfig (class in nat.plugins.langchain.eval.langsmith_evaluator) LangSmithExtraFieldsMixin (class in nat.plugins.langchain.eval.langsmith_evaluator) LangSmithJudgeConfig (class in nat.plugins.langchain.eval.langsmith_judge) LangSmithOptimizationCallback (class in nat.plugins.langchain.langsmith.langsmith_optimization_callback) LangsmithTelemetryExporter (class in nat.plugins.opentelemetry.register) LAST (ReductionStrategy attribute) last_activity (PerUserBuilderInfo attribute) (PerUserSessionMetrics attribute) (SessionData attribute) last_call_ts (ADKProfilerHandler attribute) (AgnoProfilerHandler attribute) (AutoGenProfilerHandler attribute) (CrewAIProfilerHandler attribute) (LangchainProfilerHandler attribute) (LlamaIndexProfilerHandler attribute) (SemanticKernelProfilerHandler attribute) (StrandsProfilerHandler attribute) latency (_CallTiming property) latency_sensitive() (in module nat.plugins.profiler.decorators.latency) latency_sensitivity (Context property) (LLMCallPrediction attribute), [1] latency_sensitivity_stack (ContextState property) LayeredConfig (class in nat.cli.cli_utils.config_override) learning_rate (NeMoCustomizerHyperparameters attribute), [1], [2] leeway (BearerTokenValidator attribute) legacy_openai_api_path (FastApiFrontEndConfig.EndpointBase attribute) legacy_path (FastApiFrontEndConfig.EndpointBase attribute) LEGACY_SEPARATOR (FunctionGroup attribute) LegacyEvaluator (class in nat.plugins.eval.evaluator.atif_evaluator) LEGEND_FONTSIZE (PlotConfig attribute) LENGTH (FinishReason attribute) (LLMFinishReason attribute) level (ConsoleLoggingMethodConfig attribute) (FileLoggingMethod attribute) lifetime_task (SessionData attribute) limit (EvalDatasetLangSmithConfig attribute) limited_to (ExecuteDBQueryOutput attribute) linear_analyzer (CalcRunner attribute) LinearFitAnalyzer (class in nat.plugins.profiler.calc.calc_runner) LinearFitResult (class in nat.plugins.profiler.calc.data_models) LinearModel (class in nat.plugins.profiler.forecasting.models) (class in nat.plugins.profiler.forecasting.models.linear_model) links (OtelSpan property) list_channels() (in module nat.cli.commands.info.list_channels) list_commands() (StartCommandGroup method) list_components() (in module nat.cli.commands.info.list_components) list_registered_types() (TraceAdapterRegistry class method), [1], [2] list_tools_direct() (in module nat.plugins.mcp.cli.commands) list_tools_via_function_group() (in module nat.plugins.mcp.cli.commands) ListBatchFilterProcessor (class in nat.observability.processor.falsy_batch_filter_processor) litellm_adk() (in module nat.plugins.adk.llm) litellm_agno() (in module nat.plugins.agno.llm) litellm_autogen() (in module nat.plugins.autogen.llm) litellm_crewai() (in module nat.plugins.crewai.llm) litellm_langchain() (in module nat.plugins.langchain.llm) litellm_llama_index() (in module nat.plugins.llama_index.llm) litellm_model() (in module nat.llm.litellm_llm) LiteLlmModelConfig (class in nat.llm.litellm_llm) LLAMA_INDEX (LLMFrameworkEnum attribute) LlamaIndexProfilerHandler (class in nat.plugins.llama_index.callback_handler) llm (BaseAgent attribute) LLM (IntermediateStepCategory attribute) llm (NATRAGConfig attribute) (RedTeamingEvaluator attribute) LLM (SpanKind attribute) llm (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 (EvalResultItem attribute) (SizingMetricPerItem attribute) (UsageStatsItem attribute) llm_latency_ci (ProfilerResults attribute) LLM_LATENCY_COLOR (PlotConfig attribute) llm_latency_confidence_intervals (SimpleMetricsHolder attribute) llm_latency_fit (FitResults attribute) (LinearFitAnalyzer attribute) llm_latency_p95 (SizingMetrics attribute) llm_name (AgentBaseConfig attribute) (ChatCompletionConfig attribute) (CodeGenerationTool attribute) (ContentSafetyGuardMiddlewareConfig attribute) (DataFrameRow attribute) (EvaluatorLLMConfig attribute) (IntermediatePropertyAdaptor property) (LangSmithJudgeConfig attribute) (MilvusDocumentSearchToolConfig attribute) (OutputVerifierMiddlewareConfig attribute) (PIIDefenseMiddlewareConfig attribute) (PreToolVerifierMiddlewareConfig attribute) (RedTeamingEvaluatorConfig attribute) (ResponsesAPIAgentWorkflowConfig attribute) (Text2SQLConfig attribute) (TunableRagEvaluatorConfig attribute) llm_new_token (DataFrameRow attribute) LLM_NEW_TOKEN (IntermediateStepType attribute) llm_output (ReActAgentParsingFailedError attribute) (ReActOutputParserException attribute) LLM_PROVIDER (ComponentEnum attribute) llm_retry_control_params (RedTeamingEvaluator attribute) (RedTeamingEvaluatorConfig attribute) (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) llm_wrapper_type (DefenseMiddlewareConfig 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) LLMCallContext (class in nat.profiler.prediction_trie.trie_builder) LLMCallPrediction (class in nat.profiler.prediction_trie) (class in nat.profiler.prediction_trie.data_models) LLMCallTracker (class in nat.llm.prediction_context) LLMClientBuildCallableT (in module nat.cli.type_registry) LLMClientRegisteredCallableT (in module nat.cli.type_registry) LLMFinishReason (class in nat.llm.utils.constants) LLMFrameworkEnum (class in nat.builder.framework_enum) LLMHeaderPrefix (class in nat.llm.utils.constants) LLMJudgeSelection (class in nat.experimental.test_time_compute.selection.llm_judge_selection) LLMJudgeSelectionConfig (class in nat.experimental.test_time_compute.models.selection_config) LLMMetrics (class in nat.plugins.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 (AllowedComponentFunctions attribute) LLMS (ComponentGroup attribute) llms (Config attribute) (DynamicMiddlewareConfig attribute) (FunctionDependencies attribute) (MultiLLMGenerationConfig attribute) (MultiLLMPlanConfig attribute) (MultiQueryRetrievalSearchConfig attribute) (RedTeamingRunnerConfig attribute), [1] (Workflow attribute) (WorkflowInventory attribute) llms_bound (MultiLLMGeneration attribute) (MultiLLMPlanner attribute) (MultiQueryRetrievalSearch attribute) LLMUniquenessMetrics (class in nat.plugins.profiler.inference_optimization.data_models) LLMUniquenessMetricsByLLM (class in nat.plugins.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_evaluation_run() (in module nat.parameter_optimization.eval_runtime_loader) (in module nat.plugins.config_optimizer.eval_runtime_loader) load_fn (DatasetLoaderInfo attribute) load_langsmith_dataset() (in module nat.plugins.langchain.dataset_loader.langsmith) load_metadata() (ComponentDiscoveryMetadata method) load_prediction_trie() (in module nat.profiler.prediction_trie) (in module nat.profiler.prediction_trie.serialization) load_red_teaming_config() (in module nat.plugins.security.cli.red_teaming.red_teaming_utils) load_trials_from_csv() (in module nat.plugins.config_optimizer.parameters.pareto_visualizer) load_trials_from_study() (in module nat.plugins.config_optimizer.parameters.pareto_visualizer) load_workflow() (in module nat.runtime.loader) local_name (RegisteredInfo property) local_path (GithubCommitCodeModel attribute) local_registry_handler() (in module nat.registry_handlers.local.register_local) local_repo_dir (GithubGroupConfig attribute) local_sandbox_url_fixture() (in module nat.test.plugin) 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) locate_example_config() (in module nat.test.utils) locate_example_dir() (in module nat.test.utils) locate_example_src_dir() (in module nat.test.utils) locate_repo_root() (in module nat.test.utils) lock (PerUserBuilderInfo attribute) (SessionData attribute) log (in module nat.plugins.langchain.agent.dual_node) (in module nat.plugins.langchain.tools.code_generation_tool) LOG (in module nat.tool.code_execution.utils) log (SearchSpace attribute) LOG_DATE_FORMAT (in module nat.utils.log_utils) LOG_FORMAT (in module nat.utils.log_utils) log_instance_stats() (BaseExporter class method) log_interval (MemoryProfiler attribute) log_level (A2AFrontEndConfig attribute) (FastMCPFrontEndConfig attribute) (LoggingMiddlewareConfig attribute) (MCPFrontEndConfig attribute) (MemoryProfiler attribute) LOG_LEVELS (in module nat.utils.log_levels) log_memory_stats() (MemoryProfiler method) log_progress() (ARTTrainer method) (ARTTrainerAdapter method) (ARTTrajectoryBuilder method) (DPOTrajectoryBuilder method), [1], [2] (NeMoCustomizerTrainer method), [1] (NeMoCustomizerTrainerAdapter method), [1], [2] (Trainer method), [1], [2] (TrainerAdapter method), [1], [2] (TrajectoryBuilder method), [1], [2] log_response_max_chars (AgentBaseConfig attribute) (BaseAgent attribute) LogFilter (class in nat.utils.log_utils) logger (in module nat.atif.scripts.generate_atif_trajectory) (in module nat.authentication.api_key.api_key_auth_provider) (in module nat.authentication.api_key.api_key_auth_provider_config) (in module nat.authentication.credential_validator.bearer_token_validator) (in module nat.authentication.oauth2.oauth2_auth_code_flow_provider) (in module nat.authentication.token_storage) (in module nat.builder.component_utils) (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.per_user_workflow_builder) (in module nat.builder.runtime_event_subscriber) (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.finetune) (in module nat.cli.commands.info.list_channels) (in module nat.cli.commands.info.list_components) (in module nat.cli.commands.object_store.object_store) (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.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.plugin_loader) (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.finetuning) (in module nat.data_models.span) (in module nat.data_models.step_adaptor) (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.multi_llm_judge_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_generation) (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.llm_judge_selection) (in module nat.experimental.test_time_compute.selection.threshold_selector) (in module nat.finetuning.finetuning_runtime) (in module nat.finetuning.interfaces.finetuning_runner) (in module nat.finetuning.utils.parsers.base_parser) (in module nat.front_ends.console.authentication_flow_handler) (in module nat.front_ends.console.console_front_end_plugin) (in module nat.front_ends.fastapi.auth_flow_handlers.http_flow_handler) (in module nat.front_ends.fastapi.auth_flow_handlers.websocket_flow_handler) (in module nat.front_ends.fastapi.execution_store) (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.http_interactive_runner) (in module nat.front_ends.fastapi.intermediate_steps_subscriber) (in module nat.front_ends.fastapi.main) (in module nat.front_ends.fastapi.message_handler) (in module nat.front_ends.fastapi.message_validator) (in module nat.front_ends.fastapi.routes.async_generation) (in module nat.front_ends.fastapi.routes.auth) (in module nat.front_ends.fastapi.routes.common_utils) (in module nat.front_ends.fastapi.routes.execution) (in module nat.front_ends.fastapi.routes.generate) (in module nat.front_ends.fastapi.routes.health) (in module nat.front_ends.fastapi.routes.monitor) (in module nat.front_ends.fastapi.routes.static) (in module nat.front_ends.fastapi.routes.v1_chat_completions) (in module nat.front_ends.fastapi.routes.websocket) (in module nat.front_ends.fastapi.step_adaptor) (in module nat.front_ends.simple_base.simple_front_end_plugin_base) (in module nat.llm.dynamo_llm) (in module nat.llm.huggingface_llm) (in module nat.llm.utils.hooks) (in module nat.llm.utils.thinking) (in module nat.middleware.cache.cache_middleware) (in module nat.middleware.defense.defense_middleware_content_guard) (in module nat.middleware.defense.defense_middleware_output_verifier) (in module nat.middleware.defense.defense_middleware_pii) (in module nat.middleware.defense.defense_middleware_pre_tool_verifier) (in module nat.middleware.logging.logging_middleware) (in module nat.observability.exporter.base_exporter) (in module nat.observability.exporter.exporter) (in module nat.observability.exporter.file_exporter) (in module nat.observability.exporter.processing_exporter) (in module nat.observability.exporter.raw_exporter) (in module nat.observability.exporter.span_exporter) (in module nat.observability.exporter_manager) (in module nat.observability.mixin.file_mixin) (in module nat.observability.mixin.resource_conflict_mixin) (in module nat.observability.mixin.type_introspection_mixin) (in module nat.observability.processor.batching_processor) (in module nat.observability.processor.falsy_batch_filter_processor) (in module nat.observability.processor.redaction.contextual_redaction_processor) (in module nat.observability.processor.redaction.redaction_processor) (in module nat.observability.processor.redaction.span_header_redaction_processor) (in module nat.observability.processor.span_tagging_processor) (in module nat.observability.register) (in module nat.observability.utils.dict_utils) (in module nat.observability.utils.time_utils) (in module nat.plugins.a2a.auth.credential_service) (in module nat.plugins.a2a.cli.commands) (in module nat.plugins.a2a.client.client_base) (in module nat.plugins.a2a.client.client_impl) (in module nat.plugins.a2a.server.agent_executor_adapter) (in module nat.plugins.a2a.server.front_end_config) (in module nat.plugins.a2a.server.front_end_plugin) (in module nat.plugins.a2a.server.front_end_plugin_worker) (in module nat.plugins.a2a.server.oauth_middleware) (in module nat.plugins.adk.adk_parser) (in module nat.plugins.adk.callback_handler) (in module nat.plugins.adk.llm) (in module nat.plugins.adk.tool_wrapper) (in module nat.plugins.agno.callback_handler) (in module nat.plugins.agno.tool_wrapper) (in module nat.plugins.agno.tools.serp_api_tool) (in module nat.plugins.autogen.callback_handler) (in module nat.plugins.autogen.llm) (in module nat.plugins.autogen.tool_wrapper) (in module nat.plugins.config_optimizer.cli.optimize) (in module nat.plugins.config_optimizer.optimizable_utils) (in module nat.plugins.config_optimizer.optimizer_runtime) (in module nat.plugins.config_optimizer.parameters.optimizer) (in module nat.plugins.config_optimizer.parameters.pareto_visualizer) (in module nat.plugins.config_optimizer.prompts.ga_prompt_optimizer) (in module nat.plugins.crewai.crewai_callback_handler) (in module nat.plugins.customizer.dpo.trainer) (in module nat.plugins.customizer.dpo.trainer_adapter) (in module nat.plugins.customizer.dpo.trajectory_builder) (in module nat.plugins.eval.cli.evaluate) (in module nat.plugins.eval.dataset_handler.dataset_downloader) (in module nat.plugins.eval.eval_callbacks) (in module nat.plugins.eval.exporters.file_eval_callback) (in module nat.plugins.eval.fastapi.routes) (in module nat.plugins.eval.runtime.builder) (in module nat.plugins.eval.runtime.eval_harness) (in module nat.plugins.eval.runtime.evaluate) (in module nat.plugins.eval.runtime.llm_validator) (in module nat.plugins.eval.runtime.remote_workflow) (in module nat.plugins.eval.utils.intermediate_step_adapter) (in module nat.plugins.eval.utils.output_uploader) (in module nat.plugins.fastmcp.server.front_end_config) (in module nat.plugins.fastmcp.server.front_end_plugin) (in module nat.plugins.fastmcp.server.front_end_plugin_worker) (in module nat.plugins.fastmcp.server.tool_converter) (in module nat.plugins.langchain.agent.auto_memory_wrapper.agent) (in module nat.plugins.langchain.agent.auto_memory_wrapper.register) (in module nat.plugins.langchain.agent.base) (in module nat.plugins.langchain.agent.react_agent.agent) (in module nat.plugins.langchain.agent.react_agent.register) (in module nat.plugins.langchain.agent.react_agent.register_per_user_agent) (in module nat.plugins.langchain.agent.reasoning_agent.reasoning_agent) (in module nat.plugins.langchain.agent.responses_api_agent.register) (in module nat.plugins.langchain.agent.rewoo_agent.agent) (in module nat.plugins.langchain.agent.rewoo_agent.register) (in module nat.plugins.langchain.agent.tool_calling_agent.agent) (in module nat.plugins.langchain.agent.tool_calling_agent.register) (in module nat.plugins.langchain.callback_handler) (in module nat.plugins.langchain.control_flow.parallel_executor) (in module nat.plugins.langchain.control_flow.router_agent.agent) (in module nat.plugins.langchain.control_flow.router_agent.register) (in module nat.plugins.langchain.control_flow.sequential_executor) (in module nat.plugins.langchain.eval.langsmith_custom_evaluator) (in module nat.plugins.langchain.eval.langsmith_evaluator) (in module nat.plugins.langchain.eval.langsmith_judge) (in module nat.plugins.langchain.eval.trajectory_evaluator) (in module nat.plugins.langchain.eval.tunable_rag_evaluator) (in module nat.plugins.langchain.langgraph_workflow) (in module nat.plugins.langchain.langsmith.langsmith_evaluation_callback) (in module nat.plugins.langchain.langsmith.langsmith_optimization_callback) (in module nat.plugins.langchain.llm) (in module nat.plugins.langchain.tool_wrapper) (in module nat.plugins.llama_index.callback_handler) (in module nat.plugins.mcp.auth.auth_flow_handler) (in module nat.plugins.mcp.auth.auth_provider) (in module nat.plugins.mcp.auth.service_account.provider) (in module nat.plugins.mcp.auth.service_account.token_client) (in module nat.plugins.mcp.cli.commands) (in module nat.plugins.mcp.client.client_base) (in module nat.plugins.mcp.client.client_impl) (in module nat.plugins.mcp.client.fastapi_routes) (in module nat.plugins.mcp.exception_handler) (in module nat.plugins.mcp.server.front_end_config) (in module nat.plugins.mcp.server.front_end_plugin) (in module nat.plugins.mcp.server.front_end_plugin_worker) (in module nat.plugins.mcp.server.introspection_token_verifier) (in module nat.plugins.mcp.server.memory_profiler) (in module nat.plugins.mcp.server.tool_converter) (in module nat.plugins.memmachine.memmachine_editor) (in module nat.plugins.memmachine.memory) (in module nat.plugins.mysql.mysql_object_store) (in module nat.plugins.openpipe.trainer) (in module nat.plugins.openpipe.trainer_adapter) (in module nat.plugins.openpipe.trajectory_builder) (in module nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin) (in module nat.plugins.opentelemetry.otel_span) (in module nat.plugins.opentelemetry.otel_span_exporter) (in module nat.plugins.opentelemetry.otlp_span_adapter_exporter) (in module nat.plugins.opentelemetry.otlp_span_redaction_adapter_exporter) (in module nat.plugins.opentelemetry.register) (in module nat.plugins.opentelemetry.span_converter) (in module nat.plugins.phoenix.mixin.phoenix_mixin) (in module nat.plugins.phoenix.phoenix_exporter) (in module nat.plugins.phoenix.register) (in module nat.plugins.profiler.calc.calc_runner) (in module nat.plugins.profiler.calc.calculations) (in module nat.plugins.profiler.calc.plot) (in module nat.plugins.profiler.decorators.framework_wrapper) (in module nat.plugins.profiler.forecasting.model_trainer) (in module nat.plugins.profiler.forecasting.models.linear_model) (in module nat.plugins.profiler.forecasting.models.random_forest_regressor) (in module nat.plugins.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) (in module nat.plugins.profiler.inference_optimization.dynamo_metrics) (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) (in module nat.plugins.profiler.profile_runner) (in module nat.plugins.profiler.utils) (in module nat.plugins.rag.client) (in module nat.plugins.ragaai.mixin.ragaai_catalyst_mixin) (in module nat.plugins.ragaai.ragaai_catalyst_exporter) (in module nat.plugins.ragaai.register) (in module nat.plugins.ragas.rag_evaluator.evaluate) (in module nat.plugins.ragas.rag_evaluator.register) (in module nat.plugins.redis.redis_editor) (in module nat.plugins.redis.redis_object_store) (in module nat.plugins.redis.schema) (in module nat.plugins.s3.s3_object_store) (in module nat.plugins.security.cli.red_teaming.red_teaming) (in module nat.plugins.security.cli.red_teaming.red_teaming_utils) (in module nat.plugins.security.eval.red_teaming_evaluator.evaluate) (in module nat.plugins.security.eval.runners.red_teaming_runner.report_utils) (in module nat.plugins.semantic_kernel.callback_handler) (in module nat.plugins.semantic_kernel.tool_wrapper) (in module nat.plugins.strands.callback_handler) (in module nat.plugins.strands.tool_wrapper) (in module nat.plugins.vanna.db_utils) (in module nat.plugins.vanna.execute_db_query) (in module nat.plugins.vanna.text2sql) (in module nat.plugins.vanna.vanna_utils) (in module nat.plugins.weave.fastapi_plugin_worker) (in module nat.plugins.weave.register) (in module nat.plugins.weave.weave_eval_callback) (in module nat.plugins.weave.weave_exporter) (in module nat.plugins.zep_cloud.zep_editor) (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.metrics) (in module nat.runtime.runner) (in module nat.runtime.session) (in module nat.runtime.user_manager) (in module nat.settings.global_settings) (in module nat.test.tool_test_runner) (in module nat.tool.code_execution.code_sandbox) (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) (in module nat.tool.code_execution.register) (in module nat.tool.document_search) (in module nat.tool.memory_tools.add_memory_tool) (in module nat.tool.memory_tools.delete_memory_tool) (in module nat.tool.memory_tools.get_memory_tool) (in module nat.tool.nvidia_rag) (in module nat.tool.retriever) (in module nat.utils.decorators) (in module nat.utils.exception_handlers.automatic_retries) (in module nat.utils.exception_handlers.schemas) (in module nat.utils.io.yaml_tools) (in module nat.utils.optional_imports) (in module nat.utils.reactive.observer) (in module nat.utils.settings.global_settings) (in module nat.utils.type_converter) (in module observability.exporter.dfw_exporter) (in module observability.mixin.elasticsearch_mixin) (in module observability.processor.dfw_record_processor) (in module observability.processor.trace_conversion.adapter.elasticsearch.nim_converter) (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) (in module observability.processor.trace_conversion.span_extractor) (in module observability.processor.trace_conversion.span_to_dfw) (in module observability.processor.trace_conversion.trace_adapter_registry) (in module observability.register) (in module observability.schema.provider.nim_trace_source) (in module observability.schema.provider.openai_trace_source) (in module observability.schema.schema_registry) (in module observability.schema.sink.elasticsearch.dfw_es_record) (in module optimizer_callbacks)

LOGGING (ComponentEnum attribute) logging (TelemetryConfig attribute) logging_middleware() (in module nat.middleware.logging.register) 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) LoggingMiddleware (class in nat.middleware.logging.logging_middleware) LoggingMiddlewareConfig (class in nat.middleware.logging.logging_middleware_config) logit_bias (ChatRequest attribute) logprobs (ChatRequest attribute) (EpisodeItem attribute) (Metrics attribute), [1] logstream (GalileoTelemetryExporter attribute) lookback_seconds (DynamoMetricsConfig attribute) LOW (PrivacyLevel attribute) low (SearchSpace attribute)

M

main() (in module nat.atif.scripts.generate_atif_trajectory) match_valid_channel() (in module nat.utils.settings.global_settings) MATPLOTLIB_AVAILABLE (in module nat.plugins.openpipe.trainer) matrix_length (LinearModel attribute), [1] (RandomForestModel attribute), [1] MAX (ReductionStrategy attribute) max_age (FastApiFrontEndConfig.CrossOriginResourceSharing attribute) max_chunks (PreToolVerifierMiddlewareConfig attribute) max_concurrency (A2AFrontEndConfig attribute) (A2AFrontEndPluginWorker attribute) (AtifBaseEvaluator attribute), [1] (AverageLLMLatencyConfig attribute) (AverageNumberOfLLMCallsConfig attribute) (AverageTokensPerLLMEndConfig attribute) (AverageWorkflowRuntimeConfig attribute) (BaseEvaluator attribute) (EvalGeneralConfig attribute) (SimpleOperationStats attribute) max_consecutive_status_failures (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] max_content_length (PreToolVerifierMiddlewareConfig attribute) max_empty_response_retries (ToolCallAgentWorkflowConfig attribute) MAX_ERROR_MESSAGE_LENGTH (in module nat.plugins.eval.runtime.llm_validator) MAX_EXPIRY (JobStore attribute), [1] max_file_size (FileTelemetryExporterConfig attribute) max_files (FileTelemetryExporterConfig attribute) max_history (ReActAgentWorkflowConfig attribute) (ReWOOAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) max_iterations (ResponsesAPIAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) max_jobs (JobManagementConfig attribute) max_new_tokens (HuggingFaceConfig attribute) (HuggingFaceInferenceLLMConfig attribute) max_output_characters (CodeExecutionToolConfig attribute) max_pairs (NeMoCustomizerTrainerConfig attribute), [1] max_pairs_per_turn (DPOTrajectoryBuilderConfig attribute), [1], [2] max_queue_size (BatchConfigMixin attribute) max_results (SerpApiToolConfig attribute) (TavilyInternetSearchToolConfig attribute) (WikiSearchToolConfig attribute) max_retries (EndpointRetryConfig attribute) (MemMachineMemoryClientConfig attribute) (OpenAIModelConfig attribute) (TavilyInternetSearchToolConfig attribute) (TruncationRetryConfig attribute) max_router_retries (RouterAgentGraph attribute) (RouterAgentWorkflowConfig attribute) max_rows (ExecuteDBQueryConfig attribute) max_running_async_jobs (FastApiFrontEndConfig attribute) max_seq_length (HuggingFaceEmbedderConfig attribute) max_sessions (MCPClientConfig attribute) max_temperature (MultiLLMPlanConfig attribute) (SingleShotMultiPlanConfig attribute) max_text_len (PrefixSpanConfig attribute) max_timestamp (UsageStats attribute) (UsageStatsItem attribute) max_tokens (AWSBedrockModelConfig attribute) (ChatRequest attribute) (ESRequest attribute) (NIMModelConfig attribute) max_tool_calls (ReActAgentWorkflowConfig attribute) mcp_apply_tool_alias_and_description() (in module nat.plugins.mcp.client.client_impl) mcp_client (MCPFunctionGroup attribute) (PerUserMCPFunctionGroup attribute) mcp_client_command() (in module nat.plugins.mcp.cli.commands) mcp_client_function_group() (in module nat.plugins.mcp.client.client_impl) mcp_client_ping() (in module nat.plugins.mcp.cli.commands) mcp_client_server_name (MCPFunctionGroup attribute) (PerUserMCPFunctionGroup attribute) mcp_client_tool_call() (in module nat.plugins.mcp.cli.commands) mcp_client_tool_group() (in module nat.plugins.mcp.cli.commands) mcp_client_tool_list() (in module nat.plugins.mcp.cli.commands) mcp_client_transport (MCPFunctionGroup attribute) (PerUserMCPFunctionGroup attribute) mcp_clients (MCPClientToolListResponse attribute) mcp_command() (in module nat.plugins.mcp.cli.commands) mcp_exception_handler() (in module nat.plugins.mcp.exception_handler) mcp_oauth2_provider() (in module nat.plugins.mcp.auth.register) mcp_per_user_tool_function() (in module nat.plugins.mcp.client.client_impl) mcp_service_account_provider() (in module nat.plugins.mcp.auth.register) mcp_session_id (MCPStreamableHTTPClient property) mcp_session_tool_function() (in module nat.plugins.mcp.client.client_impl) mcp_tools (ResponsesAPIAgentWorkflowConfig attribute) MCPApprovalRequiredEnum (class in nat.data_models.openai_mcp) MCPAuthenticationError MCPAuthenticationFlowHandler (class in nat.plugins.mcp.auth.auth_flow_handler) MCPBaseClient (class in nat.plugins.mcp.client.client_base) MCPClientBaseConfig (class in nat.plugins.mcp.client.client_config) MCPClientConfig (class in nat.plugins.mcp.client.client_config) MCPClientToolListResponse (class in nat.plugins.mcp.client.fastapi_routes) MCPConnectionError MCPError (in module nat.plugins.mcp.cli.commands) MCPErrorCategory (class in nat.plugins.mcp.exceptions) MCPFrontEndConfig (class in nat.plugins.mcp.server.front_end_config) MCPFrontEndPlugin (class in nat.plugins.mcp.server.front_end_plugin) MCPFrontEndPluginWorker (class in nat.plugins.mcp.server.front_end_plugin_worker) MCPFrontEndPluginWorkerBase (class in nat.plugins.mcp.server.front_end_plugin_worker) MCPFunctionGroup (class in nat.plugins.mcp.client.client_impl) MCPOAuth2Provider (class in nat.plugins.mcp.auth.auth_provider) MCPOAuth2ProviderConfig (class in nat.plugins.mcp.auth.auth_provider_config) MCPPingResult (class in nat.plugins.mcp.cli.commands) MCPProtocolError MCPRequestError MCPServerConfig (class in nat.plugins.mcp.client.client_config) MCPServiceAccountProvider (class in nat.plugins.mcp.auth.service_account.provider) MCPServiceAccountProviderConfig (class in nat.plugins.mcp.auth.service_account.provider_config) MCPSSEClient (class in nat.plugins.mcp.client.client_base) MCPSSLError MCPStdioClient (class in nat.plugins.mcp.client.client_base) MCPStreamableHTTPClient (class in nat.plugins.mcp.client.client_base) MCPTimeoutError MCPToolClient (class in nat.plugins.mcp.client.client_base) MCPToolInfo (class in nat.plugins.mcp.client.fastapi_routes) MCPToolNotFoundError MCPToolOverrideConfig (class in nat.plugins.mcp.client.client_config) mean (InferenceMetricsModel attribute) (PredictionMetrics attribute), [1] media_type (ImageSource attribute), [1] MEDIUM (PrivacyLevel attribute) mem0_api_key_fixture() (in module nat.test.plugin) mem0_memory_client() (in module nat.plugins.mem0ai.memory) Mem0Editor (class in nat.plugins.mem0ai.mem0_editor) Mem0MemoryClientConfig (class in nat.plugins.mem0ai.memory) memmachine_memory_client() (in module nat.plugins.memmachine.memory) MemMachineEditor (class in nat.plugins.memmachine.memmachine_editor) MemMachineMemoryClientConfig (class in nat.plugins.memmachine.memory) memory (AddToolConfig attribute) (AllowedComponentFunctions attribute) MEMORY (ComponentEnum attribute) (ComponentGroup attribute) memory (Config attribute) (DeleteToolConfig attribute) (DynamicMiddlewareConfig attribute) (GetToolConfig attribute) (MemoryItem attribute) (PerUserResourceUsage attribute) (Workflow attribute) (WorkflowInventory attribute) memory_clients (FunctionDependencies attribute) memory_editor (AutoMemoryWrapperGraph attribute) memory_name (AutoMemoryAgentConfig attribute) memory_profile_interval (MCPFrontEndConfig attribute) memory_profile_log_level (MCPFrontEndConfig attribute) memory_profile_top_n (MCPFrontEndConfig attribute) memory_profiler (MCPFrontEndPluginWorkerBase attribute) memory_retrieve_node() (AutoMemoryWrapperGraph method) 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) MemoryProfiler (class in nat.plugins.mcp.server.memory_profiler) MemoryReader (class in nat.memory.interfaces) MemoryRef (class in nat.data_models.component_ref) MemoryRegisteredCallableT (in module nat.cli.type_registry) MemoryWriter (class in nat.memory.interfaces) mentioned (GithubGetIssueModel attribute) merge() (MemoryManager method) merge_dicts() (in module nat.observability.utils.dict_utils) merge_with_defaults() (AllowedComponentFunctions method) message (ChatResponseChoice attribute) Message (class in nat.data_models.api_server) message (Error attribute) Message (in module observability.schema.sink.elasticsearch.dfw_es_record) message (ResponseATIFStep attribute) (ResponseChoice attribute) (SequentialExecutorExit attribute) (SpanStatus attribute) (StatusMessage attribute) (StatusPayload attribute), [1] (Step attribute), [1] (TrainingJobStatus attribute) (WeaveFeedbackResponse attribute) message_to_text() (in module nat.utils.atif_message_utils) messages (AutoMemoryWrapperState attribute) (ChatRequest attribute) (ChatRequestOrMessage attribute) (ESRequest attribute) (LanggraphWrapperInput attribute) (LanggraphWrapperOutput attribute) (ReActGraphState attribute) (ReWOOGraphState attribute) (RouterAgentGraphState attribute) (ToolCallAgentGraphState attribute) (UserMessageContent attribute) MessagesType (in module nat.llm.utils.thinking) MessageValidator (class in nat.front_ends.fastapi.message_validator) meta (Collection attribute) metadata (AtifEvalSample attribute) (AuthenticatedContext attribute) (BuiltArtifact attribute) (Context property) (ContextState property) (Document attribute) (EpisodeItem attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (MemoryItem attribute) (ObjectStoreItem attribute) (OpenAITraceSourceBase attribute) (PreferencePair attribute) (TrainingJobRef attribute) (TrainingJobStatus attribute) (Trajectory attribute) (TTCItem attribute) method (ApiKeyAuthPayload attribute) (BasicAuthPayload attribute) (FastApiFrontEndConfig.EndpointBase attribute) (JwtAuthPayload attribute) (Request attribute) (RequestAttributes property) metric (RagasEvaluatorConfig attribute) (RAGAtifEvaluator attribute) (RAGEvaluator attribute) metric_config (RagasEvaluatorConfig property) metric_name (RagasEvaluatorConfig property) metric_names (ParetoVisualizer attribute) METRIC_QUERIES (in module nat.plugins.profiler.inference_optimization.dynamo_metrics) metric_scores (EvalResult attribute) (TrialResult attribute) Metrics (class in nat.atif) (class in nat.atif.metrics) metrics (Individual attribute) (ResponseATIFStep attribute) (Step attribute), [1] metrics_per_concurrency (CalcRunner attribute) MetricsAccumulator (class in nat.profiler.prediction_trie.metrics_accumulator) Middleware (class in nat.middleware) (class in nat.middleware.middleware) MIDDLEWARE (ComponentEnum attribute) (ComponentGroup attribute) middleware (Config attribute) (Function property) (FunctionBaseConfig attribute) (FunctionGroup property) (FunctionGroupBaseConfig attribute) (RedTeamingScenario attribute), [1] middleware_invoke() (FunctionMiddleware method), [1] (Middleware method), [1] middleware_stream() (FunctionMiddleware method), [1] (Middleware method), [1] MiddlewareBaseConfig (class in nat.data_models.middleware) MiddlewareBaseConfigT (in module nat.data_models.middleware) MiddlewareBuildCallableT (in module nat.cli.type_registry) MiddlewareRef (class in nat.data_models.component_ref) MiddlewareRegisteredCallableT (in module nat.cli.type_registry) milvus_langchain() (in module nat.plugins.langchain.retriever) milvus_retriever (Text2SQLConfig attribute) milvus_retriever() (in module nat.retriever.milvus.register) milvus_retriever_client() (in module nat.retriever.milvus.register) milvus_search_limit (Text2SQLConfig attribute) (VannaLangChainLLM attribute) milvus_uri_fixture() (in module nat.test.plugin) MilvusDocumentSearchToolConfig (class in nat.tool.document_search) MilvusRetriever (class in nat.retriever.milvus.retriever) MilvusRetrieverConfig (class in nat.retriever.milvus.register) MilvusVectorStore (class in nat.plugins.vanna.vanna_utils) MimeTypes (class in nat.data_models.span) (class in nat.plugins.opentelemetry.otel_span) min_coverage (PrefixSpanConfig attribute) MIN_EXPIRY (JobStore attribute), [1] min_frequency (PromptCachingConfig attribute) min_r_squared (FitConfig attribute) min_reward_diff (CurriculumLearningConfig attribute) min_score_diff (DPOTrajectoryBuilderConfig attribute), [1], [2] min_support (PrefixSpanConfig attribute) min_temperature (MultiLLMPlanConfig attribute) (SingleShotMultiPlanConfig attribute) min_timestamp (UsageStats attribute) (UsageStatsItem attribute) minio_server_fixture() (in module nat.test.plugin) missing_action (ReActOutputParserException attribute) MISSING_ACTION_AFTER_THOUGHT_ERROR_MESSAGE (in module nat.plugins.langchain.agent.react_agent.output_parser) missing_action_input (ReActOutputParserException attribute) MISSING_ACTION_INPUT_AFTER_ACTION_ERROR_MESSAGE (in module nat.plugins.langchain.agent.react_agent.output_parser) mock_auth_provider() (MockBuilder method) mock_builder() (in module nat.test.plugin) mock_create_http_client_fixture() (in module nat.test.plugin) mock_embedder() (MockBuilder method) mock_function() (MockBuilder method) mock_function_group() (MockBuilder method) mock_llm() (MockBuilder method) mock_memory_client() (MockBuilder method) mock_object_store() (MockBuilder method) mock_retriever() (MockBuilder method) mock_trainer() (MockBuilder method) mock_trainer_adapter() (MockBuilder method) mock_trajectory_builder() (MockBuilder method) mock_ttc_strategy() (MockBuilder method) MockBuilder (class in nat.test.tool_test_runner) MockLLMConfig (class in nat.test.llm) mode (FileLoggingMethod attribute) (FileTelemetryExporterConfig attribute) (StepAdaptorConfig attribute) model (ARTTrainerAdapter attribute) (ChatRequest attribute) (ChatResponse attribute) (ChatResponseChunk attribute) (ESRequest attribute) (LinearModel attribute), [1] (ModelCacheEntry attribute) (RandomForestModel attribute), [1] (Response attribute) (VannaLangChainLLM attribute) model_config (_CredBase attribute) (Agent attribute), [1] (ApiKeyAuthPayload attribute) (AtifAncestry attribute), [1] (AtifInvocationInfo attribute), [1] (AtifStepExtra attribute), [1] (AudioContent attribute) (AuthenticatedContext attribute) (AuthProviderBaseConfig attribute) (AuthResult attribute) (AWSBedrockModelConfig attribute) (AzureOpenAIEmbedderModelConfig attribute) (AzureOpenAIModelConfig attribute) (BasicAuthPayload attribute) (BasicUserInfo attribute) (CallNode attribute) (ChatRequest attribute) (ChatRequestOrMessage attribute) (ChatResponse attribute) (ChatResponseChunk attribute) (ChoiceBase attribute) (Config attribute) (ContentPart attribute), [1] (DataFrameRow attribute) (DeleteMemoryInput attribute) (DFWESRecord attribute), [1] (DiscoveredBase attribute) (DiscoveredFunction attribute) (EmbedderTestConfig attribute) (Error attribute) (ESRequest attribute) (EvalDatasetBaseConfig attribute) (EvalDatasetLangSmithConfig attribute) (EvalDatasetStructureConfig attribute) (EvalFilterConfig attribute) (EvalFilterEntryConfig attribute) (EvalOutputItem attribute) (EvalS3Config attribute) (FinalMetrics attribute), [1] (GeneralConfig attribute) (GenerateResponse attribute) (HuggingFaceEmbedderConfig attribute) (HuggingFaceInferenceLLMConfig attribute) (ImageContent attribute) (ImageSource attribute), [1] (IntermediateStep attribute) (IntermediateStepPayload attribute) (InvocationContext attribute) (JwtAuthPayload attribute) (JwtUserInfo attribute) (LanggraphWrapperConfig attribute) (LanggraphWrapperInput attribute) (LanggraphWrapperOutput attribute) (LiteLlmModelConfig attribute) (MemoryItem attribute) (Metrics attribute), [1] (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (ObjectStoreItem attribute) (ObservabilityTraceContent attribute) (Observation attribute), [1] (ObservationResult attribute), [1] (OpenAIEmbedderModelConfig attribute) (OpenAIMCPSchemaTool attribute) (OpenAIModelConfig attribute) (PerUserBuilderInfo attribute) (RAGResultBase attribute) (RegisteredCallableBase attribute) (RegisteredEvalCallback attribute) (RegisteredFunctionInfo attribute) (RegisteredInfo attribute) (RegisteredOptimizerCallback attribute) (Request attribute) (Response attribute) (ResponseIntermediateStep attribute) (SearchMemoryInput attribute) (SearchSpace attribute) (ServerToolUseSchema attribute) (Settings attribute) (Step attribute), [1] (StreamEventData attribute) (SubagentTrajectoryRef attribute), [1] (SWEBenchInput attribute) (SWEBenchOutput attribute) (SystemIntermediateStepContent attribute) (SystemResponseContent attribute) (TextContent attribute) (TokenValidationResult attribute) (ToolCall attribute), [1] (TraceMetadata attribute) (Trajectory attribute), [1] (TTCEventData attribute) (TTCItem attribute) (User attribute) (UserInfo attribute) (UserInteraction attribute) (UserMessageContent attribute) (UserMessages attribute) (WebSocketAuthMessage attribute) (WebSocketAuthResponseMessage attribute) (WebSocketObservabilityTraceMessage attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserMessage attribute) model_from_mcp_schema() (in module nat.plugins.mcp.utils) model_json_schema() (TypedBaseModel class method) model_name (Agent attribute), [1] (AWSBedrockModelConfig attribute) (AzureOpenAIModelConfig property) (EmbedderTestConfig attribute) (HuggingFaceConfig attribute) (HuggingFaceEmbedderConfig attribute) (HuggingFaceInferenceLLMConfig attribute) (LiteLlmModelConfig attribute) (NIMEmbedderModelConfig attribute) (NIMModelConfig attribute) (OpenAIEmbedderModelConfig attribute) (OpenAIModelConfig attribute) (ResponseATIFStep attribute) (Step attribute), [1] model_name_or_path (SWEBenchOutput attribute) model_patch (SWEBenchOutput attribute) model_post_init() (BasicUserInfo method) (TypedBaseModel method) (UserInfo method) model_type (ModelTrainer attribute) ModelCache (class in nat.llm.huggingface_llm) ModelCacheEntry (class in nat.llm.huggingface_llm) ModelTrainer (class in nat.plugins.profiler.forecasting.model_trainer) ModelType (in module nat.llm.utils.thinking) (in module nat.plugins.agno.llm) (in module nat.plugins.autogen.llm) (in module nat.plugins.crewai.llm) (in module nat.plugins.langchain.llm) (in module nat.plugins.llama_index.llm) (in module nat.plugins.semantic_kernel.llm) (in module nat.plugins.strands.llm) modified_args (InvocationContext attribute) modified_kwargs (InvocationContext attribute) module nat nat.atif nat.atif.agent nat.atif.atif_step_extra nat.atif.content nat.atif.final_metrics nat.atif.metrics nat.atif.observation nat.atif.observation_result nat.atif.scripts nat.atif.scripts.generate_atif_trajectory nat.atif.step nat.atif.subagent_trajectory_ref nat.atif.tool_call nat.atif.trajectory nat.authentication nat.authentication.api_key nat.authentication.api_key.api_key_auth_provider nat.authentication.api_key.api_key_auth_provider_config nat.authentication.api_key.register nat.authentication.credential_validator nat.authentication.credential_validator.bearer_token_validator nat.authentication.exceptions nat.authentication.exceptions.api_key_exceptions nat.authentication.http_basic_auth nat.authentication.http_basic_auth.http_basic_auth_provider nat.authentication.http_basic_auth.register nat.authentication.interfaces nat.authentication.jwt_utils nat.authentication.oauth2 nat.authentication.oauth2.oauth2_auth_code_flow_provider nat.authentication.oauth2.oauth2_auth_code_flow_provider_config nat.authentication.oauth2.oauth2_resource_server_config nat.authentication.oauth2.register nat.authentication.register nat.authentication.token_storage nat.builder nat.builder.builder nat.builder.child_builder nat.builder.component_utils nat.builder.context nat.builder.dataset_loader nat.builder.embedder 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.per_user_workflow_builder nat.builder.retriever nat.builder.runtime_event_subscriber nat.builder.sync_builder 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.finetune nat.cli.commands.info nat.cli.commands.info.info nat.cli.commands.info.list_channels nat.cli.commands.info.list_components nat.cli.commands.object_store nat.cli.commands.object_store.object_store 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.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.plugin_loader nat.cli.register_workflow nat.cli.type_registry nat.data_models nat.data_models.agent nat.data_models.api_server nat.data_models.authentication nat.data_models.common nat.data_models.component nat.data_models.component_ref nat.data_models.config nat.data_models.dataset_handler nat.data_models.discovery_metadata nat.data_models.embedder nat.data_models.evaluate nat.data_models.evaluate_config nat.data_models.evaluate_runtime nat.data_models.evaluator nat.data_models.finetuning nat.data_models.front_end nat.data_models.function nat.data_models.function_dependencies nat.data_models.gated_field_mixin nat.data_models.interactive nat.data_models.interactive_http 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.middleware nat.data_models.object_store nat.data_models.openai_mcp nat.data_models.optimizable nat.data_models.optimizer nat.data_models.profiler nat.data_models.profiler_callback nat.data_models.registry_handler nat.data_models.retriever nat.data_models.retry_mixin nat.data_models.runtime_enum nat.data_models.span nat.data_models.ssl_verification_mixin nat.data_models.step_adaptor nat.data_models.streaming nat.data_models.swe_bench_model nat.data_models.telemetry_exporter nat.data_models.thinking_mixin nat.data_models.token_usage nat.data_models.ttc_strategy nat.data_models.user_info nat.embedder nat.embedder.azure_openai_embedder nat.embedder.huggingface_embedder nat.embedder.nim_embedder nat.embedder.openai_embedder nat.embedder.register nat.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.multi_llm_judge_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_generation 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.llm_judge_selection nat.experimental.test_time_compute.selection.threshold_selector nat.finetuning nat.finetuning.finetuning_runtime nat.finetuning.interfaces nat.finetuning.interfaces.finetuning_runner nat.finetuning.interfaces.trainer_adapter nat.finetuning.interfaces.trajectory_builder nat.finetuning.utils nat.finetuning.utils.parsers nat.finetuning.utils.parsers.base_parser nat.finetuning.utils.parsers.common 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.async_jobs nat.front_ends.fastapi.async_jobs.async_job nat.front_ends.fastapi.async_jobs.dask_client_mixin nat.front_ends.fastapi.async_jobs.job_store 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.execution_store 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.http_interactive_runner nat.front_ends.fastapi.intermediate_steps_subscriber 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.routes nat.front_ends.fastapi.routes.async_generation nat.front_ends.fastapi.routes.auth nat.front_ends.fastapi.routes.chat nat.front_ends.fastapi.routes.common_utils nat.front_ends.fastapi.routes.execution nat.front_ends.fastapi.routes.generate nat.front_ends.fastapi.routes.health nat.front_ends.fastapi.routes.monitor nat.front_ends.fastapi.routes.static nat.front_ends.fastapi.routes.v1_chat_completions nat.front_ends.fastapi.routes.websocket nat.front_ends.fastapi.step_adaptor nat.front_ends.fastapi.utils nat.front_ends.register nat.front_ends.simple_base nat.front_ends.simple_base.simple_front_end_plugin_base nat.llm nat.llm.aws_bedrock_llm nat.llm.azure_openai_llm nat.llm.dynamo_llm nat.llm.huggingface_inference_llm nat.llm.huggingface_llm nat.llm.litellm_llm nat.llm.nim_llm nat.llm.openai_llm nat.llm.prediction_context nat.llm.register nat.llm.utils nat.llm.utils.constants nat.llm.utils.env_config_value nat.llm.utils.error nat.llm.utils.hooks nat.llm.utils.http_client nat.llm.utils.thinking nat.memory nat.memory.interfaces nat.memory.models nat.meta nat.middleware nat.middleware.cache nat.middleware.cache.cache_middleware nat.middleware.cache.cache_middleware_config nat.middleware.cache.register nat.middleware.common nat.middleware.defense nat.middleware.defense.defense_middleware nat.middleware.defense.defense_middleware_content_guard nat.middleware.defense.defense_middleware_data_models nat.middleware.defense.defense_middleware_output_verifier nat.middleware.defense.defense_middleware_pii nat.middleware.defense.defense_middleware_pre_tool_verifier nat.middleware.defense.register nat.middleware.dynamic nat.middleware.dynamic.dynamic_function_middleware nat.middleware.dynamic.dynamic_middleware_config nat.middleware.dynamic.register nat.middleware.function_middleware nat.middleware.logging nat.middleware.logging.logging_middleware nat.middleware.logging.logging_middleware_config nat.middleware.logging.register nat.middleware.middleware nat.middleware.red_teaming nat.middleware.red_teaming.red_teaming_middleware nat.middleware.red_teaming.red_teaming_middleware_config nat.middleware.red_teaming.register nat.middleware.register nat.middleware.timeout nat.middleware.timeout.register nat.middleware.timeout.timeout_middleware nat.middleware.timeout.timeout_middleware_config nat.middleware.utils nat.middleware.utils.workflow_inventory nat.object_store nat.object_store.in_memory_object_store nat.object_store.interfaces nat.object_store.models nat.object_store.register nat.observability nat.observability.exporter nat.observability.exporter.base_exporter nat.observability.exporter.exporter nat.observability.exporter.file_exporter nat.observability.exporter.processing_exporter nat.observability.exporter.raw_exporter nat.observability.exporter.span_exporter nat.observability.exporter_manager nat.observability.mixin nat.observability.mixin.batch_config_mixin nat.observability.mixin.collector_config_mixin nat.observability.mixin.file_mixin nat.observability.mixin.file_mode nat.observability.mixin.redaction_config_mixin nat.observability.mixin.resource_conflict_mixin nat.observability.mixin.serialize_mixin nat.observability.mixin.tagging_config_mixin nat.observability.mixin.type_introspection_mixin nat.observability.processor nat.observability.processor.batching_processor nat.observability.processor.callback_processor nat.observability.processor.falsy_batch_filter_processor nat.observability.processor.intermediate_step_serializer nat.observability.processor.processor nat.observability.processor.processor_factory nat.observability.processor.redaction nat.observability.processor.redaction.contextual_redaction_processor nat.observability.processor.redaction.contextual_span_redaction_processor nat.observability.processor.redaction.redaction_processor nat.observability.processor.redaction.span_header_redaction_processor nat.observability.processor.span_tagging_processor nat.observability.register nat.observability.utils nat.observability.utils.dict_utils nat.observability.utils.time_utils nat.observability.utils.tracing_utils nat.parameter_optimization nat.parameter_optimization.eval_runtime_loader nat.plugins nat.plugins.a2a nat.plugins.a2a.auth nat.plugins.a2a.auth.credential_service nat.plugins.a2a.cli nat.plugins.a2a.cli.commands nat.plugins.a2a.client nat.plugins.a2a.client.client_base nat.plugins.a2a.client.client_config nat.plugins.a2a.client.client_impl nat.plugins.a2a.register nat.plugins.a2a.server nat.plugins.a2a.server.agent_executor_adapter nat.plugins.a2a.server.front_end_config nat.plugins.a2a.server.front_end_plugin nat.plugins.a2a.server.front_end_plugin_worker nat.plugins.a2a.server.oauth_middleware nat.plugins.a2a.server.register_frontend nat.plugins.adk nat.plugins.adk.adk_parser nat.plugins.adk.callback_handler nat.plugins.adk.llm nat.plugins.adk.register nat.plugins.adk.tool_wrapper nat.plugins.agno nat.plugins.agno.callback_handler nat.plugins.agno.llm nat.plugins.agno.register nat.plugins.agno.tool_wrapper nat.plugins.agno.tools nat.plugins.agno.tools.register nat.plugins.agno.tools.serp_api_tool nat.plugins.autogen nat.plugins.autogen.callback_handler nat.plugins.autogen.llm nat.plugins.autogen.register nat.plugins.autogen.tool_wrapper nat.plugins.config_optimizer nat.plugins.config_optimizer.cli nat.plugins.config_optimizer.cli.commands nat.plugins.config_optimizer.cli.optimize nat.plugins.config_optimizer.eval_runtime_loader nat.plugins.config_optimizer.optimizable_utils nat.plugins.config_optimizer.optimizer_runtime nat.plugins.config_optimizer.parameters nat.plugins.config_optimizer.parameters.base nat.plugins.config_optimizer.parameters.optimizer nat.plugins.config_optimizer.parameters.pareto_visualizer nat.plugins.config_optimizer.parameters.selection nat.plugins.config_optimizer.prompts nat.plugins.config_optimizer.prompts.base nat.plugins.config_optimizer.prompts.ga_individual nat.plugins.config_optimizer.prompts.ga_prompt_optimizer nat.plugins.config_optimizer.prompts.oracle_feedback nat.plugins.config_optimizer.register nat.plugins.config_optimizer.update_helpers nat.plugins.crewai nat.plugins.crewai.crewai_callback_handler nat.plugins.crewai.llm nat.plugins.crewai.register nat.plugins.crewai.tool_wrapper nat.plugins.customizer nat.plugins.customizer.dpo nat.plugins.customizer.dpo.config nat.plugins.customizer.dpo.register nat.plugins.customizer.dpo.trainer nat.plugins.customizer.dpo.trainer_adapter nat.plugins.customizer.dpo.trajectory_builder nat.plugins.customizer.register nat.plugins.eval nat.plugins.eval.cli nat.plugins.eval.cli.commands nat.plugins.eval.cli.evaluate nat.plugins.eval.data_models nat.plugins.eval.data_models.evaluator_io nat.plugins.eval.dataset_handler nat.plugins.eval.dataset_handler.dataset_downloader nat.plugins.eval.dataset_handler.dataset_filter nat.plugins.eval.dataset_handler.dataset_handler nat.plugins.eval.dataset_loader nat.plugins.eval.dataset_loader.register nat.plugins.eval.eval_callbacks nat.plugins.eval.evaluator nat.plugins.eval.evaluator.atif_base_evaluator nat.plugins.eval.evaluator.atif_evaluator nat.plugins.eval.evaluator.base_evaluator nat.plugins.eval.evaluator.evaluator_model nat.plugins.eval.exporters nat.plugins.eval.exporters.file_eval_callback nat.plugins.eval.fastapi nat.plugins.eval.fastapi.routes nat.plugins.eval.register nat.plugins.eval.runners nat.plugins.eval.runners.config nat.plugins.eval.runners.multi_eval_runner nat.plugins.eval.runtime nat.plugins.eval.runtime.atif_adapter nat.plugins.eval.runtime.builder nat.plugins.eval.runtime.eval_harness nat.plugins.eval.runtime.evaluate nat.plugins.eval.runtime.llm_validator nat.plugins.eval.runtime.remote_workflow nat.plugins.eval.utils nat.plugins.eval.utils.intermediate_step_adapter nat.plugins.eval.utils.output_uploader nat.plugins.eval.utils.tqdm_position_registry nat.plugins.fastmcp nat.plugins.fastmcp.cli nat.plugins.fastmcp.cli.commands nat.plugins.fastmcp.cli.utils nat.plugins.fastmcp.server nat.plugins.fastmcp.server.front_end_config nat.plugins.fastmcp.server.front_end_plugin nat.plugins.fastmcp.server.front_end_plugin_worker nat.plugins.fastmcp.server.register_frontend nat.plugins.fastmcp.server.tool_converter nat.plugins.langchain nat.plugins.langchain.agent nat.plugins.langchain.agent.auto_memory_wrapper nat.plugins.langchain.agent.auto_memory_wrapper.agent nat.plugins.langchain.agent.auto_memory_wrapper.register nat.plugins.langchain.agent.auto_memory_wrapper.state nat.plugins.langchain.agent.base nat.plugins.langchain.agent.dual_node nat.plugins.langchain.agent.prompt_optimizer nat.plugins.langchain.agent.prompt_optimizer.prompt nat.plugins.langchain.agent.prompt_optimizer.register nat.plugins.langchain.agent.react_agent nat.plugins.langchain.agent.react_agent.agent nat.plugins.langchain.agent.react_agent.output_parser nat.plugins.langchain.agent.react_agent.prompt nat.plugins.langchain.agent.react_agent.register nat.plugins.langchain.agent.react_agent.register_per_user_agent nat.plugins.langchain.agent.reasoning_agent nat.plugins.langchain.agent.reasoning_agent.reasoning_agent nat.plugins.langchain.agent.register nat.plugins.langchain.agent.responses_api_agent nat.plugins.langchain.agent.responses_api_agent.register nat.plugins.langchain.agent.rewoo_agent nat.plugins.langchain.agent.rewoo_agent.agent nat.plugins.langchain.agent.rewoo_agent.prompt nat.plugins.langchain.agent.rewoo_agent.register nat.plugins.langchain.agent.tool_calling_agent nat.plugins.langchain.agent.tool_calling_agent.agent nat.plugins.langchain.agent.tool_calling_agent.register nat.plugins.langchain.callback_handler nat.plugins.langchain.control_flow nat.plugins.langchain.control_flow.parallel_executor nat.plugins.langchain.control_flow.register nat.plugins.langchain.control_flow.router_agent nat.plugins.langchain.control_flow.router_agent.agent nat.plugins.langchain.control_flow.router_agent.prompt nat.plugins.langchain.control_flow.router_agent.register nat.plugins.langchain.control_flow.sequential_executor nat.plugins.langchain.dataset_loader nat.plugins.langchain.dataset_loader.langsmith nat.plugins.langchain.dataset_loader.register nat.plugins.langchain.embedder nat.plugins.langchain.eval nat.plugins.langchain.eval.langsmith_custom_evaluator nat.plugins.langchain.eval.langsmith_evaluator nat.plugins.langchain.eval.langsmith_evaluator_adapter nat.plugins.langchain.eval.langsmith_judge nat.plugins.langchain.eval.register nat.plugins.langchain.eval.trajectory_evaluator nat.plugins.langchain.eval.tunable_rag_evaluator nat.plugins.langchain.eval.utils nat.plugins.langchain.langchain_parser nat.plugins.langchain.langgraph_workflow nat.plugins.langchain.langsmith nat.plugins.langchain.langsmith.langsmith_evaluation_callback nat.plugins.langchain.langsmith.langsmith_optimization_callback nat.plugins.langchain.langsmith.register nat.plugins.langchain.llm nat.plugins.langchain.register nat.plugins.langchain.retriever nat.plugins.langchain.tool_wrapper nat.plugins.langchain.tools nat.plugins.langchain.tools.code_generation_tool nat.plugins.langchain.tools.register nat.plugins.langchain.tools.tavily_internet_search nat.plugins.langchain.tools.wikipedia_search nat.plugins.llama_index nat.plugins.llama_index.callback_handler nat.plugins.llama_index.embedder nat.plugins.llama_index.llama_index_parser nat.plugins.llama_index.llm nat.plugins.llama_index.register nat.plugins.llama_index.tool_wrapper nat.plugins.mcp nat.plugins.mcp.auth nat.plugins.mcp.auth.auth_flow_handler nat.plugins.mcp.auth.auth_provider nat.plugins.mcp.auth.auth_provider_config nat.plugins.mcp.auth.register nat.plugins.mcp.auth.service_account nat.plugins.mcp.auth.service_account.provider nat.plugins.mcp.auth.service_account.provider_config nat.plugins.mcp.auth.service_account.token_client nat.plugins.mcp.cli nat.plugins.mcp.cli.commands nat.plugins.mcp.client nat.plugins.mcp.client.client_base nat.plugins.mcp.client.client_config nat.plugins.mcp.client.client_impl nat.plugins.mcp.client.fastapi_routes nat.plugins.mcp.exception_handler nat.plugins.mcp.exceptions nat.plugins.mcp.register nat.plugins.mcp.server nat.plugins.mcp.server.front_end_config nat.plugins.mcp.server.front_end_plugin nat.plugins.mcp.server.front_end_plugin_worker nat.plugins.mcp.server.introspection_token_verifier nat.plugins.mcp.server.memory_profiler nat.plugins.mcp.server.register_frontend nat.plugins.mcp.server.tool_converter nat.plugins.mcp.utils nat.plugins.mem0ai nat.plugins.mem0ai.mem0_editor nat.plugins.mem0ai.memory nat.plugins.mem0ai.register nat.plugins.memmachine nat.plugins.memmachine.memmachine_editor nat.plugins.memmachine.memory nat.plugins.memmachine.register nat.plugins.mysql nat.plugins.mysql.mysql_object_store nat.plugins.mysql.object_store nat.plugins.mysql.register nat.plugins.openpipe nat.plugins.openpipe.config nat.plugins.openpipe.register nat.plugins.openpipe.trainer nat.plugins.openpipe.trainer_adapter nat.plugins.openpipe.trajectory_builder nat.plugins.opentelemetry nat.plugins.opentelemetry.mixin nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin nat.plugins.opentelemetry.otel_span nat.plugins.opentelemetry.otel_span_exporter nat.plugins.opentelemetry.otlp_span_adapter_exporter nat.plugins.opentelemetry.otlp_span_redaction_adapter_exporter nat.plugins.opentelemetry.register nat.plugins.opentelemetry.span_converter nat.plugins.phoenix nat.plugins.phoenix.mixin nat.plugins.phoenix.mixin.phoenix_mixin nat.plugins.phoenix.phoenix_exporter nat.plugins.phoenix.register nat.plugins.profiler nat.plugins.profiler.calc nat.plugins.profiler.calc.calc_runner nat.plugins.profiler.calc.calculations nat.plugins.profiler.calc.data_models nat.plugins.profiler.calc.plot nat.plugins.profiler.callbacks nat.plugins.profiler.callbacks.base_callback_class nat.plugins.profiler.callbacks.token_usage_base_model nat.plugins.profiler.cli nat.plugins.profiler.cli.commands nat.plugins.profiler.cli.sizing nat.plugins.profiler.data_frame_row nat.plugins.profiler.data_models nat.plugins.profiler.decorators nat.plugins.profiler.decorators.framework_wrapper nat.plugins.profiler.decorators.function_tracking nat.plugins.profiler.decorators.latency nat.plugins.profiler.forecasting nat.plugins.profiler.forecasting.config nat.plugins.profiler.forecasting.model_trainer nat.plugins.profiler.forecasting.models nat.plugins.profiler.forecasting.models.forecasting_base_model nat.plugins.profiler.forecasting.models.linear_model nat.plugins.profiler.forecasting.models.random_forest_regressor nat.plugins.profiler.inference_metrics_model nat.plugins.profiler.inference_optimization nat.plugins.profiler.inference_optimization.bottleneck_analysis nat.plugins.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis nat.plugins.profiler.inference_optimization.bottleneck_analysis.simple_stack_analysis nat.plugins.profiler.inference_optimization.data_models nat.plugins.profiler.inference_optimization.dynamo_metrics nat.plugins.profiler.inference_optimization.experimental nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis nat.plugins.profiler.inference_optimization.llm_metrics nat.plugins.profiler.inference_optimization.prompt_caching nat.plugins.profiler.inference_optimization.token_uniqueness nat.plugins.profiler.inference_optimization.workflow_runtimes nat.plugins.profiler.intermediate_property_adapter nat.plugins.profiler.profile_runner nat.plugins.profiler.register nat.plugins.profiler.runtime_evaluator nat.plugins.profiler.runtime_evaluator.atif_evaluate nat.plugins.profiler.runtime_evaluator.evaluate nat.plugins.profiler.runtime_evaluator.register nat.plugins.profiler.utils nat.plugins.rag nat.plugins.rag.client nat.plugins.rag.config nat.plugins.rag.models nat.plugins.rag.register nat.plugins.ragaai nat.plugins.ragaai.mixin nat.plugins.ragaai.mixin.ragaai_catalyst_mixin nat.plugins.ragaai.ragaai_catalyst_exporter nat.plugins.ragaai.register nat.plugins.ragas nat.plugins.ragas.rag_evaluator nat.plugins.ragas.rag_evaluator.atif_evaluate nat.plugins.ragas.rag_evaluator.data_models nat.plugins.ragas.rag_evaluator.evaluate nat.plugins.ragas.rag_evaluator.llm_adapter nat.plugins.ragas.rag_evaluator.register nat.plugins.ragas.rag_evaluator.utils nat.plugins.ragas.register nat.plugins.redis nat.plugins.redis.memory nat.plugins.redis.object_store nat.plugins.redis.redis_editor nat.plugins.redis.redis_object_store nat.plugins.redis.register nat.plugins.redis.schema nat.plugins.s3 nat.plugins.s3.object_store nat.plugins.s3.register nat.plugins.s3.s3_object_store nat.plugins.security nat.plugins.security.cli nat.plugins.security.cli.commands nat.plugins.security.cli.red_teaming nat.plugins.security.cli.red_teaming.red_teaming nat.plugins.security.cli.red_teaming.red_teaming_utils nat.plugins.security.eval nat.plugins.security.eval.red_teaming_evaluator nat.plugins.security.eval.red_teaming_evaluator.data_models nat.plugins.security.eval.red_teaming_evaluator.evaluate nat.plugins.security.eval.red_teaming_evaluator.filter_conditions nat.plugins.security.eval.red_teaming_evaluator.register nat.plugins.security.eval.runners nat.plugins.security.eval.runners.red_teaming_runner nat.plugins.security.eval.runners.red_teaming_runner.config nat.plugins.security.eval.runners.red_teaming_runner.report_utils nat.plugins.security.eval.runners.red_teaming_runner.runner nat.plugins.security.register nat.plugins.semantic_kernel nat.plugins.semantic_kernel.callback_handler nat.plugins.semantic_kernel.llm nat.plugins.semantic_kernel.register nat.plugins.semantic_kernel.tool_wrapper nat.plugins.strands nat.plugins.strands.callback_handler nat.plugins.strands.llm nat.plugins.strands.register nat.plugins.strands.tool_wrapper nat.plugins.vanna nat.plugins.vanna.db_utils nat.plugins.vanna.execute_db_query nat.plugins.vanna.register nat.plugins.vanna.text2sql nat.plugins.vanna.training_db_schema nat.plugins.vanna.vanna_utils nat.plugins.weave nat.plugins.weave.fastapi_plugin_worker nat.plugins.weave.register nat.plugins.weave.weave_eval_callback nat.plugins.weave.weave_exporter nat.plugins.zep_cloud nat.plugins.zep_cloud.memory nat.plugins.zep_cloud.register nat.plugins.zep_cloud.zep_editor nat.profiler nat.profiler.callbacks nat.profiler.forecasting nat.profiler.inference_optimization nat.profiler.inference_optimization.bottleneck_analysis nat.profiler.inference_optimization.experimental nat.profiler.prediction_trie nat.profiler.prediction_trie.data_models nat.profiler.prediction_trie.metrics_accumulator nat.profiler.prediction_trie.serialization nat.profiler.prediction_trie.trie_builder nat.profiler.prediction_trie.trie_lookup 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.metrics nat.runtime.runner nat.runtime.session nat.runtime.user_manager nat.runtime.user_metadata nat.settings nat.settings.global_settings nat.test nat.test.embedder nat.test.functions nat.test.llm nat.test.memory nat.test.object_store_tests nat.test.observability nat.test.plugin nat.test.register nat.test.tool_test_runner nat.test.utils 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.utils nat.tool.datetime_tools nat.tool.document_search nat.tool.github_tools nat.tool.memory_tools nat.tool.memory_tools.add_memory_tool nat.tool.memory_tools.delete_memory_tool nat.tool.memory_tools.get_memory_tool nat.tool.nvidia_rag nat.tool.register nat.tool.retriever nat.tool.server_tools nat.utils nat.utils.atif_converter nat.utils.atif_message_utils nat.utils.callable_utils nat.utils.data_models nat.utils.data_models.schema_validator nat.utils.debugging_utils nat.utils.decorators nat.utils.dump_distro_mapping nat.utils.exception_handlers nat.utils.exception_handlers.automatic_retries nat.utils.exception_handlers.schemas nat.utils.io nat.utils.io.model_processing nat.utils.io.supress_logs nat.utils.io.yaml_tools nat.utils.log_levels nat.utils.log_utils nat.utils.metadata_utils nat.utils.optional_imports nat.utils.producer_consumer_queue nat.utils.reactive nat.utils.reactive.base nat.utils.reactive.base.observable_base nat.utils.reactive.base.observer_base nat.utils.reactive.base.subject_base nat.utils.reactive.observable nat.utils.reactive.observer nat.utils.reactive.subject nat.utils.reactive.subscription nat.utils.responses_api nat.utils.settings nat.utils.settings.global_settings nat.utils.string_utils nat.utils.type_converter nat.utils.type_utils nat.utils.url_utils observability observability.exporter observability.exporter.dfw_elasticsearch_exporter observability.exporter.dfw_exporter observability.mixin observability.mixin.elasticsearch_mixin observability.processor observability.processor.dfw_record_processor observability.processor.trace_conversion observability.processor.trace_conversion.adapter observability.processor.trace_conversion.adapter.elasticsearch observability.processor.trace_conversion.adapter.elasticsearch.nim_converter observability.processor.trace_conversion.adapter.elasticsearch.openai_converter observability.processor.trace_conversion.adapter.register observability.processor.trace_conversion.span_extractor observability.processor.trace_conversion.span_to_dfw observability.processor.trace_conversion.trace_adapter_registry observability.register observability.schema observability.schema.provider observability.schema.provider.nim_trace_source observability.schema.provider.openai_message observability.schema.provider.openai_trace_source observability.schema.register observability.schema.schema_registry observability.schema.sink observability.schema.sink.elasticsearch observability.schema.sink.elasticsearch.contract_version observability.schema.sink.elasticsearch.dfw_es_record observability.schema.trace_container observability.schema.trace_source_base observability.utils observability.utils.deserialize optimizer_callbacks

module (SemanticKernelPatchMethod attribute) module_name (RegisteredInfo property) module_registry_fixture() (in module nat.test.plugin) 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) multi_example_call_profiling() (in module nat.plugins.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) multi_objective_combination_mode (BaseOptimizerConfig attribute) MultiEvaluationRunConfig (class in nat.plugins.eval.runners.config) MultiEvaluationRunner (class in nat.plugins.eval.runners.multi_eval_runner) MultiEvaluationRunOutput (class in nat.plugins.eval.runners.config) MultiLLMGeneration (class in nat.experimental.test_time_compute.search.multi_llm_generation) MultiLLMGenerationConfig (class in nat.experimental.test_time_compute.models.search_config) MultiLLMJudgeFunctionConfig (class in nat.experimental.test_time_compute.functions.multi_llm_judge_function) MultiLLMPlanConfig (class in nat.experimental.test_time_compute.models.search_config) MultiLLMPlanner (class in nat.experimental.test_time_compute.search.multi_llm_planner) MultipleChoiceOption (class in nat.data_models.interactive) MultipleChoiceOptionType (class in nat.data_models.interactive) MultiQueryRetrievalSearch (class in nat.experimental.test_time_compute.search.multi_query_retrieval_search) MultiQueryRetrievalSearchConfig (class in nat.experimental.test_time_compute.models.search_config) mutator_prompt (in module nat.plugins.langchain.agent.prompt_optimizer.prompt) mysql_object_store_client() (in module nat.plugins.mysql.object_store) MySQLObjectStore (class in nat.plugins.mysql.mysql_object_store) MySQLObjectStoreClientConfig (class in nat.plugins.mysql.object_store)

N

n (ChatRequest attribute) (InferenceMetricsModel attribute) n_results (Text2SQLConfig attribute) n_trials (OptunaParameterOptimizationConfig attribute) name (A2AFrontEndConfig attribute) (Agent attribute), [1] (ARTBackendConfig attribute) (BaseExporter property) (ChoiceDeltaToolCallFunction attribute) (Collection attribute) (ComponentInstanceData attribute) (CookieCred attribute) (DiscoveredBase attribute) (DiscoveredFunction attribute) (FastMCPFrontEndConfig attribute) (Function attribute) (FunctionBaseConfig attribute) (FunctionDetails attribute) (FunctionMiddlewareContext attribute), [1] (HeaderCred attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (IntermediateStepsFilterCondition attribute) (IsolatedAttribute attribute) (MCPFrontEndConfig attribute) (MCPToolClient property) (MCPToolInfo attribute) (OpenAIMessage attribute) (OtelSpan property) (PackageNameVersion attribute) (PredictionTrieNode attribute), [1] (QueryCred attribute) (ResponseIntermediateStep attribute) (RewardFunctionConfig attribute) (ServerToolUseSchema attribute) (Span attribute) (SpanEvent attribute) (SystemIntermediateStepContent attribute) (ToolDetails attribute) (TTCItem attribute) (User attribute) namespace (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] nan_to_zero() (in module nat.plugins.ragas.rag_evaluator.utils) nat module nat.atif module nat.atif.agent module nat.atif.atif_step_extra module nat.atif.content module nat.atif.final_metrics module nat.atif.metrics module nat.atif.observation module nat.atif.observation_result module nat.atif.scripts module nat.atif.scripts.generate_atif_trajectory module nat.atif.step module nat.atif.subagent_trajectory_ref module nat.atif.tool_call module nat.atif.trajectory module nat.authentication module nat.authentication.api_key module nat.authentication.api_key.api_key_auth_provider module nat.authentication.api_key.api_key_auth_provider_config module nat.authentication.api_key.register module nat.authentication.credential_validator module nat.authentication.credential_validator.bearer_token_validator module nat.authentication.exceptions module nat.authentication.exceptions.api_key_exceptions module nat.authentication.http_basic_auth module nat.authentication.http_basic_auth.http_basic_auth_provider module nat.authentication.http_basic_auth.register module nat.authentication.interfaces module nat.authentication.jwt_utils module nat.authentication.oauth2 module nat.authentication.oauth2.oauth2_auth_code_flow_provider module nat.authentication.oauth2.oauth2_auth_code_flow_provider_config module nat.authentication.oauth2.oauth2_resource_server_config module nat.authentication.oauth2.register module nat.authentication.register module nat.authentication.token_storage module nat.builder module nat.builder.builder module nat.builder.child_builder module nat.builder.component_utils module nat.builder.context module nat.builder.dataset_loader module nat.builder.embedder 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.per_user_workflow_builder module nat.builder.retriever module nat.builder.runtime_event_subscriber module nat.builder.sync_builder 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.finetune 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.object_store module nat.cli.commands.object_store.object_store 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.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.plugin_loader module nat.cli.register_workflow module nat.cli.type_registry module nat.data_models module nat.data_models.agent module nat.data_models.api_server module nat.data_models.authentication module nat.data_models.common module nat.data_models.component module nat.data_models.component_ref module nat.data_models.config module nat.data_models.dataset_handler module nat.data_models.discovery_metadata module nat.data_models.embedder module nat.data_models.evaluate module nat.data_models.evaluate_config module nat.data_models.evaluate_runtime module nat.data_models.evaluator module nat.data_models.finetuning module nat.data_models.front_end module nat.data_models.function module nat.data_models.function_dependencies module nat.data_models.gated_field_mixin module nat.data_models.interactive module nat.data_models.interactive_http 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.middleware module nat.data_models.object_store module nat.data_models.openai_mcp module nat.data_models.optimizable module nat.data_models.optimizer module nat.data_models.profiler module nat.data_models.profiler_callback module nat.data_models.registry_handler module nat.data_models.retriever module nat.data_models.retry_mixin module nat.data_models.runtime_enum module nat.data_models.span module nat.data_models.ssl_verification_mixin 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.thinking_mixin module nat.data_models.token_usage module nat.data_models.ttc_strategy module nat.data_models.user_info module nat.embedder module nat.embedder.azure_openai_embedder module nat.embedder.huggingface_embedder module nat.embedder.nim_embedder module nat.embedder.openai_embedder module nat.embedder.register module nat.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.multi_llm_judge_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_generation 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.llm_judge_selection module nat.experimental.test_time_compute.selection.threshold_selector module nat.finetuning module nat.finetuning.finetuning_runtime module nat.finetuning.interfaces module nat.finetuning.interfaces.finetuning_runner module nat.finetuning.interfaces.trainer_adapter module nat.finetuning.interfaces.trajectory_builder module nat.finetuning.utils module nat.finetuning.utils.parsers module nat.finetuning.utils.parsers.base_parser module nat.finetuning.utils.parsers.common 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.async_jobs module nat.front_ends.fastapi.async_jobs.async_job module nat.front_ends.fastapi.async_jobs.dask_client_mixin module nat.front_ends.fastapi.async_jobs.job_store 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.execution_store 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.http_interactive_runner module nat.front_ends.fastapi.intermediate_steps_subscriber 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.routes module nat.front_ends.fastapi.routes.async_generation module nat.front_ends.fastapi.routes.auth module nat.front_ends.fastapi.routes.chat module nat.front_ends.fastapi.routes.common_utils module nat.front_ends.fastapi.routes.execution module nat.front_ends.fastapi.routes.generate module nat.front_ends.fastapi.routes.health module nat.front_ends.fastapi.routes.monitor module nat.front_ends.fastapi.routes.static module nat.front_ends.fastapi.routes.v1_chat_completions module nat.front_ends.fastapi.routes.websocket module nat.front_ends.fastapi.step_adaptor module nat.front_ends.fastapi.utils module nat.front_ends.register module nat.front_ends.simple_base module nat.front_ends.simple_base.simple_front_end_plugin_base module nat.llm module nat.llm.aws_bedrock_llm module nat.llm.azure_openai_llm module nat.llm.dynamo_llm module nat.llm.huggingface_inference_llm module nat.llm.huggingface_llm module nat.llm.litellm_llm module nat.llm.nim_llm module nat.llm.openai_llm module nat.llm.prediction_context module nat.llm.register module nat.llm.utils module nat.llm.utils.constants module nat.llm.utils.env_config_value module nat.llm.utils.error module nat.llm.utils.hooks module nat.llm.utils.http_client module nat.llm.utils.thinking module nat.memory module nat.memory.interfaces module nat.memory.models module nat.meta module nat.middleware module nat.middleware.cache module nat.middleware.cache.cache_middleware module nat.middleware.cache.cache_middleware_config module nat.middleware.cache.register module nat.middleware.common module nat.middleware.defense module nat.middleware.defense.defense_middleware module nat.middleware.defense.defense_middleware_content_guard module nat.middleware.defense.defense_middleware_data_models module nat.middleware.defense.defense_middleware_output_verifier module nat.middleware.defense.defense_middleware_pii module nat.middleware.defense.defense_middleware_pre_tool_verifier module nat.middleware.defense.register module nat.middleware.dynamic module nat.middleware.dynamic.dynamic_function_middleware module nat.middleware.dynamic.dynamic_middleware_config module nat.middleware.dynamic.register module nat.middleware.function_middleware module nat.middleware.logging module nat.middleware.logging.logging_middleware module nat.middleware.logging.logging_middleware_config module nat.middleware.logging.register module nat.middleware.middleware module nat.middleware.red_teaming module nat.middleware.red_teaming.red_teaming_middleware module nat.middleware.red_teaming.red_teaming_middleware_config module nat.middleware.red_teaming.register module nat.middleware.register module nat.middleware.timeout module nat.middleware.timeout.register module nat.middleware.timeout.timeout_middleware module nat.middleware.timeout.timeout_middleware_config module nat.middleware.utils module nat.middleware.utils.workflow_inventory module nat.object_store module nat.object_store.in_memory_object_store module nat.object_store.interfaces module nat.object_store.models module nat.object_store.register module nat.observability module nat.observability.exporter module nat.observability.exporter.base_exporter module nat.observability.exporter.exporter module nat.observability.exporter.file_exporter module nat.observability.exporter.processing_exporter module nat.observability.exporter.raw_exporter module nat.observability.exporter.span_exporter module nat.observability.exporter_manager module nat.observability.mixin module nat.observability.mixin.batch_config_mixin module nat.observability.mixin.collector_config_mixin module nat.observability.mixin.file_mixin module nat.observability.mixin.file_mode module nat.observability.mixin.redaction_config_mixin module nat.observability.mixin.resource_conflict_mixin module nat.observability.mixin.serialize_mixin module nat.observability.mixin.tagging_config_mixin module nat.observability.mixin.type_introspection_mixin module nat.observability.processor module nat.observability.processor.batching_processor module nat.observability.processor.callback_processor module nat.observability.processor.falsy_batch_filter_processor module nat.observability.processor.intermediate_step_serializer module nat.observability.processor.processor module nat.observability.processor.processor_factory module nat.observability.processor.redaction module nat.observability.processor.redaction.contextual_redaction_processor module nat.observability.processor.redaction.contextual_span_redaction_processor module nat.observability.processor.redaction.redaction_processor module nat.observability.processor.redaction.span_header_redaction_processor module nat.observability.processor.span_tagging_processor module nat.observability.register module nat.observability.utils module nat.observability.utils.dict_utils module nat.observability.utils.time_utils module nat.observability.utils.tracing_utils module nat.parameter_optimization module nat.parameter_optimization.eval_runtime_loader module nat.plugins module nat.plugins.a2a module nat.plugins.a2a.auth module nat.plugins.a2a.auth.credential_service module nat.plugins.a2a.cli module nat.plugins.a2a.cli.commands module nat.plugins.a2a.client module nat.plugins.a2a.client.client_base module nat.plugins.a2a.client.client_config module nat.plugins.a2a.client.client_impl module nat.plugins.a2a.register module nat.plugins.a2a.server module nat.plugins.a2a.server.agent_executor_adapter module nat.plugins.a2a.server.front_end_config module nat.plugins.a2a.server.front_end_plugin module nat.plugins.a2a.server.front_end_plugin_worker module nat.plugins.a2a.server.oauth_middleware module nat.plugins.a2a.server.register_frontend module nat.plugins.adk module nat.plugins.adk.adk_parser module nat.plugins.adk.callback_handler module nat.plugins.adk.llm module nat.plugins.adk.register module nat.plugins.adk.tool_wrapper module nat.plugins.agno module nat.plugins.agno.callback_handler module nat.plugins.agno.llm module nat.plugins.agno.register module nat.plugins.agno.tool_wrapper module nat.plugins.agno.tools module nat.plugins.agno.tools.register module nat.plugins.agno.tools.serp_api_tool module nat.plugins.autogen module nat.plugins.autogen.callback_handler module nat.plugins.autogen.llm module nat.plugins.autogen.register module nat.plugins.autogen.tool_wrapper module nat.plugins.config_optimizer module nat.plugins.config_optimizer.cli module nat.plugins.config_optimizer.cli.commands module nat.plugins.config_optimizer.cli.optimize module nat.plugins.config_optimizer.eval_runtime_loader module nat.plugins.config_optimizer.optimizable_utils module nat.plugins.config_optimizer.optimizer_runtime module nat.plugins.config_optimizer.parameters module nat.plugins.config_optimizer.parameters.base module nat.plugins.config_optimizer.parameters.optimizer module nat.plugins.config_optimizer.parameters.pareto_visualizer module nat.plugins.config_optimizer.parameters.selection module nat.plugins.config_optimizer.prompts module nat.plugins.config_optimizer.prompts.base module nat.plugins.config_optimizer.prompts.ga_individual module nat.plugins.config_optimizer.prompts.ga_prompt_optimizer module nat.plugins.config_optimizer.prompts.oracle_feedback module nat.plugins.config_optimizer.register module nat.plugins.config_optimizer.update_helpers module nat.plugins.crewai module nat.plugins.crewai.crewai_callback_handler module nat.plugins.crewai.llm module nat.plugins.crewai.register module nat.plugins.crewai.tool_wrapper module nat.plugins.customizer module nat.plugins.customizer.dpo module nat.plugins.customizer.dpo.config module nat.plugins.customizer.dpo.register module nat.plugins.customizer.dpo.trainer module nat.plugins.customizer.dpo.trainer_adapter module nat.plugins.customizer.dpo.trajectory_builder module nat.plugins.customizer.register module nat.plugins.eval module nat.plugins.eval.cli module nat.plugins.eval.cli.commands module nat.plugins.eval.cli.evaluate module nat.plugins.eval.data_models module nat.plugins.eval.data_models.evaluator_io module nat.plugins.eval.dataset_handler module nat.plugins.eval.dataset_handler.dataset_downloader module nat.plugins.eval.dataset_handler.dataset_filter module nat.plugins.eval.dataset_handler.dataset_handler module nat.plugins.eval.dataset_loader module nat.plugins.eval.dataset_loader.register module nat.plugins.eval.eval_callbacks module nat.plugins.eval.evaluator module nat.plugins.eval.evaluator.atif_base_evaluator module nat.plugins.eval.evaluator.atif_evaluator module nat.plugins.eval.evaluator.base_evaluator module nat.plugins.eval.evaluator.evaluator_model module nat.plugins.eval.exporters module nat.plugins.eval.exporters.file_eval_callback module

nat.plugins.eval.fastapi module nat.plugins.eval.fastapi.routes module nat.plugins.eval.register module nat.plugins.eval.runners module nat.plugins.eval.runners.config module nat.plugins.eval.runners.multi_eval_runner module nat.plugins.eval.runtime module nat.plugins.eval.runtime.atif_adapter module nat.plugins.eval.runtime.builder module nat.plugins.eval.runtime.eval_harness module nat.plugins.eval.runtime.evaluate module nat.plugins.eval.runtime.llm_validator module nat.plugins.eval.runtime.remote_workflow module nat.plugins.eval.utils module nat.plugins.eval.utils.intermediate_step_adapter module nat.plugins.eval.utils.output_uploader module nat.plugins.eval.utils.tqdm_position_registry module nat.plugins.fastmcp module nat.plugins.fastmcp.cli module nat.plugins.fastmcp.cli.commands module nat.plugins.fastmcp.cli.utils module nat.plugins.fastmcp.server module nat.plugins.fastmcp.server.front_end_config module nat.plugins.fastmcp.server.front_end_plugin module nat.plugins.fastmcp.server.front_end_plugin_worker module nat.plugins.fastmcp.server.register_frontend module nat.plugins.fastmcp.server.tool_converter module nat.plugins.langchain module nat.plugins.langchain.agent module nat.plugins.langchain.agent.auto_memory_wrapper module nat.plugins.langchain.agent.auto_memory_wrapper.agent module nat.plugins.langchain.agent.auto_memory_wrapper.register module nat.plugins.langchain.agent.auto_memory_wrapper.state module nat.plugins.langchain.agent.base module nat.plugins.langchain.agent.dual_node module nat.plugins.langchain.agent.prompt_optimizer module nat.plugins.langchain.agent.prompt_optimizer.prompt module nat.plugins.langchain.agent.prompt_optimizer.register module nat.plugins.langchain.agent.react_agent module nat.plugins.langchain.agent.react_agent.agent module nat.plugins.langchain.agent.react_agent.output_parser module nat.plugins.langchain.agent.react_agent.prompt module nat.plugins.langchain.agent.react_agent.register module nat.plugins.langchain.agent.react_agent.register_per_user_agent module nat.plugins.langchain.agent.reasoning_agent module nat.plugins.langchain.agent.reasoning_agent.reasoning_agent module nat.plugins.langchain.agent.register module nat.plugins.langchain.agent.responses_api_agent module nat.plugins.langchain.agent.responses_api_agent.register module nat.plugins.langchain.agent.rewoo_agent module nat.plugins.langchain.agent.rewoo_agent.agent module nat.plugins.langchain.agent.rewoo_agent.prompt module nat.plugins.langchain.agent.rewoo_agent.register module nat.plugins.langchain.agent.tool_calling_agent module nat.plugins.langchain.agent.tool_calling_agent.agent module nat.plugins.langchain.agent.tool_calling_agent.register module nat.plugins.langchain.callback_handler module nat.plugins.langchain.control_flow module nat.plugins.langchain.control_flow.parallel_executor module nat.plugins.langchain.control_flow.register module nat.plugins.langchain.control_flow.router_agent module nat.plugins.langchain.control_flow.router_agent.agent module nat.plugins.langchain.control_flow.router_agent.prompt module nat.plugins.langchain.control_flow.router_agent.register module nat.plugins.langchain.control_flow.sequential_executor module nat.plugins.langchain.dataset_loader module nat.plugins.langchain.dataset_loader.langsmith module nat.plugins.langchain.dataset_loader.register module nat.plugins.langchain.embedder module nat.plugins.langchain.eval module nat.plugins.langchain.eval.langsmith_custom_evaluator module nat.plugins.langchain.eval.langsmith_evaluator module nat.plugins.langchain.eval.langsmith_evaluator_adapter module nat.plugins.langchain.eval.langsmith_judge module nat.plugins.langchain.eval.register module nat.plugins.langchain.eval.trajectory_evaluator module nat.plugins.langchain.eval.tunable_rag_evaluator module nat.plugins.langchain.eval.utils module nat.plugins.langchain.langchain_parser module nat.plugins.langchain.langgraph_workflow module nat.plugins.langchain.langsmith module nat.plugins.langchain.langsmith.langsmith_evaluation_callback module nat.plugins.langchain.langsmith.langsmith_optimization_callback module nat.plugins.langchain.langsmith.register module nat.plugins.langchain.llm module nat.plugins.langchain.register module nat.plugins.langchain.retriever module nat.plugins.langchain.tool_wrapper module nat.plugins.langchain.tools module nat.plugins.langchain.tools.code_generation_tool module nat.plugins.langchain.tools.register module nat.plugins.langchain.tools.tavily_internet_search module nat.plugins.langchain.tools.wikipedia_search module nat.plugins.llama_index module nat.plugins.llama_index.callback_handler module nat.plugins.llama_index.embedder module nat.plugins.llama_index.llama_index_parser module nat.plugins.llama_index.llm module nat.plugins.llama_index.register module nat.plugins.llama_index.tool_wrapper module nat.plugins.mcp module nat.plugins.mcp.auth module nat.plugins.mcp.auth.auth_flow_handler module nat.plugins.mcp.auth.auth_provider module nat.plugins.mcp.auth.auth_provider_config module nat.plugins.mcp.auth.register module nat.plugins.mcp.auth.service_account module nat.plugins.mcp.auth.service_account.provider module nat.plugins.mcp.auth.service_account.provider_config module nat.plugins.mcp.auth.service_account.token_client module nat.plugins.mcp.cli module nat.plugins.mcp.cli.commands module nat.plugins.mcp.client module nat.plugins.mcp.client.client_base module nat.plugins.mcp.client.client_config module nat.plugins.mcp.client.client_impl module nat.plugins.mcp.client.fastapi_routes module nat.plugins.mcp.exception_handler module nat.plugins.mcp.exceptions module nat.plugins.mcp.register module nat.plugins.mcp.server module nat.plugins.mcp.server.front_end_config module nat.plugins.mcp.server.front_end_plugin module nat.plugins.mcp.server.front_end_plugin_worker module nat.plugins.mcp.server.introspection_token_verifier module nat.plugins.mcp.server.memory_profiler module nat.plugins.mcp.server.register_frontend module nat.plugins.mcp.server.tool_converter module nat.plugins.mcp.utils module nat.plugins.mem0ai module nat.plugins.mem0ai.mem0_editor module nat.plugins.mem0ai.memory module nat.plugins.mem0ai.register module nat.plugins.memmachine module nat.plugins.memmachine.memmachine_editor module nat.plugins.memmachine.memory module nat.plugins.memmachine.register module nat.plugins.mysql module nat.plugins.mysql.mysql_object_store module nat.plugins.mysql.object_store module nat.plugins.mysql.register module nat.plugins.openpipe module nat.plugins.openpipe.config module nat.plugins.openpipe.register module nat.plugins.openpipe.trainer module nat.plugins.openpipe.trainer_adapter module nat.plugins.openpipe.trajectory_builder module nat.plugins.opentelemetry module nat.plugins.opentelemetry.mixin module nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin module nat.plugins.opentelemetry.otel_span module nat.plugins.opentelemetry.otel_span_exporter module nat.plugins.opentelemetry.otlp_span_adapter_exporter module nat.plugins.opentelemetry.otlp_span_redaction_adapter_exporter module nat.plugins.opentelemetry.register module nat.plugins.opentelemetry.span_converter module nat.plugins.phoenix module nat.plugins.phoenix.mixin module nat.plugins.phoenix.mixin.phoenix_mixin module nat.plugins.phoenix.phoenix_exporter module nat.plugins.phoenix.register module nat.plugins.profiler module nat.plugins.profiler.calc module nat.plugins.profiler.calc.calc_runner module nat.plugins.profiler.calc.calculations module nat.plugins.profiler.calc.data_models module nat.plugins.profiler.calc.plot module nat.plugins.profiler.callbacks module nat.plugins.profiler.callbacks.base_callback_class module nat.plugins.profiler.callbacks.token_usage_base_model module nat.plugins.profiler.cli module nat.plugins.profiler.cli.commands module nat.plugins.profiler.cli.sizing module nat.plugins.profiler.data_frame_row module nat.plugins.profiler.data_models module nat.plugins.profiler.decorators module nat.plugins.profiler.decorators.framework_wrapper module nat.plugins.profiler.decorators.function_tracking module nat.plugins.profiler.decorators.latency module nat.plugins.profiler.forecasting module nat.plugins.profiler.forecasting.config module nat.plugins.profiler.forecasting.model_trainer module nat.plugins.profiler.forecasting.models module nat.plugins.profiler.forecasting.models.forecasting_base_model module nat.plugins.profiler.forecasting.models.linear_model module nat.plugins.profiler.forecasting.models.random_forest_regressor module nat.plugins.profiler.inference_metrics_model module nat.plugins.profiler.inference_optimization module nat.plugins.profiler.inference_optimization.bottleneck_analysis module nat.plugins.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis module nat.plugins.profiler.inference_optimization.bottleneck_analysis.simple_stack_analysis module nat.plugins.profiler.inference_optimization.data_models module nat.plugins.profiler.inference_optimization.dynamo_metrics module nat.plugins.profiler.inference_optimization.experimental module nat.plugins.profiler.inference_optimization.experimental.concurrency_spike_analysis module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis module nat.plugins.profiler.inference_optimization.llm_metrics module nat.plugins.profiler.inference_optimization.prompt_caching module nat.plugins.profiler.inference_optimization.token_uniqueness module nat.plugins.profiler.inference_optimization.workflow_runtimes module nat.plugins.profiler.intermediate_property_adapter module nat.plugins.profiler.profile_runner module nat.plugins.profiler.register module nat.plugins.profiler.runtime_evaluator module nat.plugins.profiler.runtime_evaluator.atif_evaluate module nat.plugins.profiler.runtime_evaluator.evaluate module nat.plugins.profiler.runtime_evaluator.register module nat.plugins.profiler.utils module nat.plugins.rag module nat.plugins.rag.client module nat.plugins.rag.config module nat.plugins.rag.models module nat.plugins.rag.register module nat.plugins.ragaai module nat.plugins.ragaai.mixin module nat.plugins.ragaai.mixin.ragaai_catalyst_mixin module nat.plugins.ragaai.ragaai_catalyst_exporter module nat.plugins.ragaai.register module nat.plugins.ragas module nat.plugins.ragas.rag_evaluator module nat.plugins.ragas.rag_evaluator.atif_evaluate module nat.plugins.ragas.rag_evaluator.data_models module nat.plugins.ragas.rag_evaluator.evaluate module nat.plugins.ragas.rag_evaluator.llm_adapter module nat.plugins.ragas.rag_evaluator.register module nat.plugins.ragas.rag_evaluator.utils module nat.plugins.ragas.register module nat.plugins.redis module nat.plugins.redis.memory module nat.plugins.redis.object_store module nat.plugins.redis.redis_editor module nat.plugins.redis.redis_object_store module nat.plugins.redis.register module nat.plugins.redis.schema module nat.plugins.s3 module nat.plugins.s3.object_store module nat.plugins.s3.register module nat.plugins.s3.s3_object_store module nat.plugins.security module nat.plugins.security.cli module nat.plugins.security.cli.commands module nat.plugins.security.cli.red_teaming module nat.plugins.security.cli.red_teaming.red_teaming module nat.plugins.security.cli.red_teaming.red_teaming_utils module nat.plugins.security.eval module nat.plugins.security.eval.red_teaming_evaluator module nat.plugins.security.eval.red_teaming_evaluator.data_models module nat.plugins.security.eval.red_teaming_evaluator.evaluate module nat.plugins.security.eval.red_teaming_evaluator.filter_conditions module nat.plugins.security.eval.red_teaming_evaluator.register module nat.plugins.security.eval.runners module nat.plugins.security.eval.runners.red_teaming_runner module nat.plugins.security.eval.runners.red_teaming_runner.config module nat.plugins.security.eval.runners.red_teaming_runner.report_utils module nat.plugins.security.eval.runners.red_teaming_runner.runner module nat.plugins.security.register module nat.plugins.semantic_kernel module nat.plugins.semantic_kernel.callback_handler module nat.plugins.semantic_kernel.llm module nat.plugins.semantic_kernel.register module nat.plugins.semantic_kernel.tool_wrapper module nat.plugins.strands module nat.plugins.strands.callback_handler module nat.plugins.strands.llm module nat.plugins.strands.register module nat.plugins.strands.tool_wrapper module nat.plugins.vanna module nat.plugins.vanna.db_utils module nat.plugins.vanna.execute_db_query module nat.plugins.vanna.register module nat.plugins.vanna.text2sql module nat.plugins.vanna.training_db_schema module nat.plugins.vanna.vanna_utils module nat.plugins.weave module nat.plugins.weave.fastapi_plugin_worker module nat.plugins.weave.register module nat.plugins.weave.weave_eval_callback module nat.plugins.weave.weave_exporter module nat.plugins.zep_cloud module nat.plugins.zep_cloud.memory module nat.plugins.zep_cloud.register module nat.plugins.zep_cloud.zep_editor module nat.profiler module nat.profiler.callbacks module nat.profiler.forecasting module nat.profiler.inference_optimization module nat.profiler.inference_optimization.bottleneck_analysis module nat.profiler.inference_optimization.experimental module nat.profiler.prediction_trie module nat.profiler.prediction_trie.data_models module nat.profiler.prediction_trie.metrics_accumulator module nat.profiler.prediction_trie.serialization module nat.profiler.prediction_trie.trie_builder module nat.profiler.prediction_trie.trie_lookup 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.metrics module nat.runtime.runner module nat.runtime.session module nat.runtime.user_manager module nat.runtime.user_metadata module nat.settings module nat.settings.global_settings module nat.test module nat.test.embedder module nat.test.functions module nat.test.llm module nat.test.memory module nat.test.object_store_tests module nat.test.observability module nat.test.plugin module nat.test.register module nat.test.tool_test_runner module nat.test.utils 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.utils module nat.tool.datetime_tools module nat.tool.document_search module nat.tool.github_tools module nat.tool.memory_tools module nat.tool.memory_tools.add_memory_tool module nat.tool.memory_tools.delete_memory_tool module nat.tool.memory_tools.get_memory_tool module nat.tool.nvidia_rag module nat.tool.register module nat.tool.retriever module nat.tool.server_tools module nat.utils module nat.utils.atif_converter module nat.utils.atif_message_utils module nat.utils.callable_utils module nat.utils.data_models module nat.utils.data_models.schema_validator module nat.utils.debugging_utils module nat.utils.decorators module nat.utils.dump_distro_mapping module nat.utils.exception_handlers module nat.utils.exception_handlers.automatic_retries module nat.utils.exception_handlers.schemas module nat.utils.io module nat.utils.io.model_processing module nat.utils.io.supress_logs module nat.utils.io.yaml_tools module nat.utils.log_levels module nat.utils.log_utils module nat.utils.metadata_utils module nat.utils.optional_imports module nat.utils.producer_consumer_queue module nat.utils.reactive module nat.utils.reactive.base module nat.utils.reactive.base.observable_base module nat.utils.reactive.base.observer_base module nat.utils.reactive.base.subject_base module nat.utils.reactive.observable module nat.utils.reactive.observer module nat.utils.reactive.subject module nat.utils.reactive.subscription module nat.utils.responses_api 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_rag() (in module nat.plugins.rag.client) NAT_SPAN_KIND (SpanAttributes attribute) nat_tools (ResponsesAPIAgentWorkflowConfig 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) NATFunctionAgentTool (class in nat.plugins.strands.tool_wrapper) NatLangChainRagasLLMAdapter (class in nat.plugins.ragas.rag_evaluator.llm_adapter) NATRAGConfig (class in nat.plugins.rag.client) NATWorkflowAgentExecutor (class in nat.plugins.a2a.server.agent_executor_adapter) nbf (TokenValidationResult attribute) needs_root_span_ids (EvalCallbackManager property) (LangSmithEvaluationCallback attribute) (LangSmithOptimizationCallback attribute) nemo_customizer_trainer() (in module nat.plugins.customizer.dpo.register) nemo_customizer_trainer_adapter() (in module nat.plugins.customizer.dpo.register) nemo_langchain() (in module nat.plugins.langchain.retriever) nemo_retriever() (in module nat.retriever.nemo_retriever.register) nemo_retriever_client() (in module nat.retriever.nemo_retriever.register) NeMoCustomizerHyperparameters (class in nat.plugins.customizer) (class in nat.plugins.customizer.dpo) (class in nat.plugins.customizer.dpo.config) NeMoCustomizerTrainer (class in nat.plugins.customizer.dpo) (class in nat.plugins.customizer.dpo.trainer) NeMoCustomizerTrainerAdapter (class in nat.plugins.customizer) (class in nat.plugins.customizer.dpo) (class in nat.plugins.customizer.dpo.trainer_adapter) NeMoCustomizerTrainerAdapterConfig (class in nat.plugins.customizer) (class in nat.plugins.customizer.dpo) (class in nat.plugins.customizer.dpo.config) NeMoCustomizerTrainerConfig (class in nat.plugins.customizer.dpo) (class in nat.plugins.customizer.dpo.config) NemoLangchainRetriever (class in nat.retriever.nemo_retriever.retriever) NemoRetriever (class in nat.retriever.nemo_retriever.retriever) NemoRetrieverConfig (class in nat.retriever.nemo_retriever.register) nest_updates() (in module nat.plugins.config_optimizer.update_helpers) NestedCallProfilingResult (class in nat.plugins.profiler.inference_optimization.data_models) NEVER (MCPApprovalRequiredEnum attribute) next_response() (_ResponseChooser method) nim_adk() (in module nat.plugins.adk.llm) nim_agno() (in module nat.plugins.agno.llm) nim_autogen() (in module nat.plugins.autogen.llm) nim_crewai() (in module nat.plugins.crewai.llm) nim_embedder_model() (in module nat.embedder.nim_embedder) nim_langchain() (in module nat.plugins.langchain.embedder) (in module nat.plugins.langchain.llm) nim_llama_index() (in module nat.plugins.llama_index.embedder) (in module nat.plugins.llama_index.llm) nim_model() (in module nat.llm.nim_llm) nim_strands() (in module nat.plugins.strands.llm) NIMDeploymentConfig (class in nat.plugins.customizer) (class in nat.plugins.customizer.dpo) (class in nat.plugins.customizer.dpo.config) NIMEmbedderModelConfig (class in nat.embedder.nim_embedder) NIMModelConfig (class in nat.llm.nim_llm) NIMTraceSource (class in observability.schema.provider.nim_trace_source) ninetieth_interval (InferenceMetricsModel attribute) ninety_fifth_interval (InferenceMetricsModel attribute) ninety_ninth_interval (InferenceMetricsModel attribute) NO_INPUT_ERROR_MESSAGE (in module nat.plugins.langchain.agent.base) node_metrics (NestedCallProfilingResult attribute) NodeMetrics (class in nat.plugins.profiler.inference_optimization.data_models) NONE (AuthFlowType attribute) (PrivacyLevel attribute) normalize_embeddings (HuggingFaceEmbedderConfig attribute) normalize_tool_input_quotes (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute) NoSuchKeyError NOT_FOUND (JobStatus attribute), [1] 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) notes (Trajectory attribute), [1] NOTIFICATION (HumanPromptModelType attribute) ns_timestamp() (in module nat.observability.utils.time_utils) num_epochs (FinetuneConfig attribute) num_executions (ExecuteScoreSelectFunctionConfig attribute) num_feedback (LLMAsAJudgeEditorConfig attribute) num_generations (ARTTrajectoryBuilder property) (ARTTrajectoryBuilderConfig 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) num_runs (NeMoCustomizerTrainerConfig attribute), [1] numeric (OptimizerConfig attribute) nvext_cache_control_mode (DynamoModelConfig attribute) nvext_cache_pin_type (DynamoModelConfig attribute) nvext_max_sensitivity (DynamoModelConfig attribute) nvext_prediction_trie_path (DynamoModelConfig attribute) nvext_prefix_iat (DynamoModelConfig attribute) nvext_prefix_id_template (DynamoModelConfig attribute) nvext_prefix_osl (DynamoModelConfig attribute) nvext_prefix_total_requests (DynamoModelConfig attribute) nvidia_api_key (NemoRetrieverConfig attribute) nvidia_api_key_fixture() (in module nat.test.plugin) 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_client_credentials_fixture() (in module nat.test.plugin) OAUTH2_DEVICE_CODE (AuthFlowType attribute) OAUTH2_PASSWORD (AuthFlowType attribute) oauth2_server_url_fixture() (in module nat.test.plugin) OAuth2AuthCodeFlowProvider (class in nat.authentication.oauth2.oauth2_auth_code_flow_provider) OAuth2AuthCodeFlowProviderConfig (class in nat.authentication.oauth2.oauth2_auth_code_flow_provider_config) OAuth2Credentials (class in nat.plugins.mcp.auth.auth_provider) OAuth2Endpoints (class in nat.plugins.mcp.auth.auth_provider) OAuth2ResourceServerConfig (class in nat.authentication.oauth2.oauth2_resource_server_config) OAuth2ValidationMiddleware (class in nat.plugins.a2a.server.oauth_middleware) OAUTH_CONSENT (HumanPromptModelType attribute) OAUTH_REQUIRED (ExecutionStatus attribute) oauth_state (ExecutionAcceptedOAuth attribute) (ExecutionOAuthRequiredStatus attribute) (PendingOAuth attribute) (StreamOAuthEvent attribute) object (ChatResponse attribute) (ChatResponseChunk attribute) (Response attribute) OBJECT_STORE (ComponentEnum attribute) object_store (FastApiFrontEndConfig attribute) object_store_command() (in module nat.cli.commands.object_store.object_store) object_store_command_decorator() (in module nat.cli.commands.object_store.object_store) object_stores (AllowedComponentFunctions attribute) OBJECT_STORES (ComponentGroup attribute) object_stores (Config attribute) (DynamicMiddlewareConfig attribute) (FunctionDependencies attribute) (Workflow attribute) (WorkflowInventory attribute) objective (PromptOptimizerInputSchema attribute) ObjectStore (class in nat.object_store.interfaces) ObjectStoreBaseConfig (class in nat.data_models.object_store) ObjectStoreBaseConfigT (in module nat.data_models.object_store) ObjectStoreBuildCallableT (in module nat.cli.type_registry) ObjectStoreItem (class in nat.object_store.models) ObjectStoreRef (class in nat.data_models.component_ref) ObjectStoreRegisteredCallableT (in module nat.cli.type_registry) ObjectStoreTests (class in nat.test.object_store_tests) ObjectStoreTokenStorage (class in nat.authentication.token_storage) observability module observability.exporter module observability.exporter.dfw_elasticsearch_exporter module observability.exporter.dfw_exporter module observability.mixin module observability.mixin.elasticsearch_mixin module observability.processor module observability.processor.dfw_record_processor module observability.processor.trace_conversion module observability.processor.trace_conversion.adapter module observability.processor.trace_conversion.adapter.elasticsearch module observability.processor.trace_conversion.adapter.elasticsearch.nim_converter module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter module observability.processor.trace_conversion.adapter.register module observability.processor.trace_conversion.span_extractor module observability.processor.trace_conversion.span_to_dfw module observability.processor.trace_conversion.trace_adapter_registry module observability.register module observability.schema module observability.schema.provider module observability.schema.provider.nim_trace_source module observability.schema.provider.openai_message module observability.schema.provider.openai_trace_source module observability.schema.register module observability.schema.schema_registry module observability.schema.sink module observability.schema.sink.elasticsearch module observability.schema.sink.elasticsearch.contract_version module observability.schema.sink.elasticsearch.dfw_es_record module observability.schema.trace_container module observability.schema.trace_source_base module observability.utils module observability.utils.deserialize module observability_trace_id (Context property) (ContextState attribute) (ObservabilityTraceContent attribute) (ResponseObservabilityTrace attribute) (WeaveFeedbackPayload attribute) OBSERVABILITY_TRACE_MESSAGE (WebSocketMessageType attribute) ObservabilityTraceContent (class in nat.data_models.api_server) Observable (class in nat.utils.reactive.observable) ObservableBase (class in nat.utils.reactive.base.observable_base) Observation (class in nat.atif) (class in nat.atif.observation) observation (ReActAgentParsingFailedError attribute) (ReActOutputParserException attribute) (ResponseATIFStep attribute) (Step attribute), [1] ObservationResult (class in nat.atif) (class in nat.atif.observation_result) 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_after_tool_invocation() (StrandsToolInstrumentationHook method) on_before_tool_invocation() (StrandsToolInstrumentationHook method) on_chat_model_start() (LangchainProfilerHandler method) on_complete() (BaseExporter method) (Exporter method) (Observer method) (ObserverBase method) (Subject method) (SubjectBase method) on_dataset_loaded() (EvalCallback method) (EvalCallbackManager method) (FileEvalCallback method) (LangSmithEvaluationCallback method) on_error() (BaseExporter method) (Exporter method) (Observer method) (ObserverBase method) (Subject method) (SubjectBase method) on_eval_complete() (EvalCallback method) (EvalCallbackManager method) (FileEvalCallback method) (LangSmithEvaluationCallback method) on_eval_started() (EvalCallback method) (EvalCallbackManager method) (WeaveEvaluationCallback method) on_eval_summary() (EvalCallback method) (EvalCallbackManager method) (WeaveEvaluationCallback 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_prediction() (EvalCallback method) (EvalCallbackManager method) (WeaveEvaluationCallback method) on_request_complete() (MemoryProfiler method) on_study_end() (LangSmithOptimizationCallback method) (OptimizerCallback method) (OptimizerCallbackManager method) on_tool_end() (LangchainProfilerHandler method) on_tool_start() (LangchainProfilerHandler method) on_trial_end() (LangSmithOptimizationCallback method) (OptimizerCallback method) (OptimizerCallbackManager 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 (PatchedClients attribute) openai_adk() (in module nat.plugins.adk.llm) openai_agno() (in module nat.plugins.agno.llm) openai_api_key_fixture() (in module nat.test.plugin) openai_api_path (FastApiFrontEndConfig.EndpointBase attribute) openai_api_v1_path (FastApiFrontEndConfig.EndpointBase attribute) openai_autogen() (in module nat.plugins.autogen.llm) openai_crewai() (in module nat.plugins.crewai.llm) openai_embedder_model() (in module nat.embedder.openai_embedder) openai_langchain() (in module nat.plugins.langchain.embedder) (in module nat.plugins.langchain.llm) openai_llama_index() (in module nat.plugins.llama_index.embedder) (in module nat.plugins.llama_index.llm) openai_llm() (in module nat.llm.openai_llm) openai_semantic_kernel() (in module nat.plugins.semantic_kernel.llm) openai_strands() (in module nat.plugins.strands.llm) OpenAIEmbedderModelConfig (class in nat.embedder.openai_embedder) OpenAIMCPSchemaTool (class in nat.data_models.openai_mcp) OpenAIMessage (class in nat.data_models.finetuning) (class in observability.schema.provider.openai_message) OpenAIMetadata (class in observability.schema.provider.openai_trace_source) OpenAIModelConfig (class in nat.llm.openai_llm) OpenAITraceSource (class in observability.schema.provider.openai_trace_source) OpenAITraceSourceBase (class in observability.schema.provider.openai_trace_source) OPENEVALS_FUNCTION (_EvaluatorConvention attribute) OpenStep (class in nat.builder.intermediate_step_manager) operation_name (CallNode attribute) (NodeMetrics attribute) (PrefixCallNode attribute) (SimpleOperationStats attribute) operation_type (CallNode attribute) (NodeMetrics attribute) (PrefixCallNode attribute) (SimpleOperationStats attribute) optimizable_params (OptimizableMixin attribute) OptimizableField() (in module nat.data_models.optimizable) OptimizableMixin (class in nat.data_models.optimizable) optimize_config() (in module nat.plugins.config_optimizer.optimizer_runtime) optimize_parameters() (in module nat.plugins.config_optimizer.parameters.optimizer) optimize_prompts() (in module nat.plugins.config_optimizer.prompts.ga_prompt_optimizer) OPTIMIZER (ComponentEnum attribute) optimizer (Config attribute) optimizer_callbacks module optimizer_command() (in module nat.plugins.config_optimizer.cli.commands) (in module nat.plugins.config_optimizer.cli.optimize) optimizer_llm (PromptOptimizerConfig attribute) (PromptRecombinerConfig attribute) optimizer_prompt (PromptOptimizerConfig attribute) (PromptRecombinerConfig attribute) OptimizerBuildCallableT (in module nat.cli.type_registry) OptimizerCallback (class in optimizer_callbacks) OptimizerCallbackManager (class in optimizer_callbacks) OptimizerConfig (class in nat.data_models.optimizer) OptimizerMetric (class in nat.data_models.optimizer) OptimizerRegisteredCallableT (in module nat.cli.type_registry) OptimizerRunConfig (class in nat.data_models.optimizer) OptimizerStrategyBaseConfig (class in nat.data_models.optimizer) OptimizerStrategyBaseConfigT (in module nat.data_models.optimizer) option_in_allowed_values() (in module nat.embedder.nim_embedder) optional_import() (in module nat.utils.optional_imports) OptionalImportError OptionalSecretStr (in module nat.data_models.common) OPTIONS (HTTPMethod attribute) options (HumanPromptBinary attribute) (HumanPromptMultipleChoiceBase attribute) OptunaParameterOptimizationConfig (class in nat.data_models.optimizer) oracle_feedback (PromptOptimizerInputSchema attribute) oracle_feedback_diversity_threshold (GAPromptOptimizationConfig attribute) oracle_feedback_fitness_threshold (GAPromptOptimizationConfig attribute) oracle_feedback_fitness_variance_threshold (GAPromptOptimizationConfig attribute) oracle_feedback_max_chars (GAPromptOptimizationConfig attribute) oracle_feedback_mode (GAPromptOptimizationConfig attribute) oracle_feedback_stagnation_generations (GAPromptOptimizationConfig attribute) oracle_feedback_template (in module nat.plugins.langchain.agent.prompt_optimizer.prompt) oracle_feedback_worst_n (GAPromptOptimizationConfig attribute) org_id (Mem0MemoryClientConfig attribute) (MemMachineMemoryClientConfig attribute) organization (Mem0MemoryClientConfig attribute) origin (DecomposedType property) original_args (InvocationContext attribute) original_callable (RegisteredComponentMethod attribute) original_exception (MCPError attribute) original_kwargs (InvocationContext attribute) original_prompt (PromptOptimizerInputSchema attribute) original_text (PIIAnalysisResult attribute) otel_telemetry_exporter() (in module nat.plugins.opentelemetry.register) OtelCollectorTelemetryExporter (class in nat.plugins.opentelemetry.register) OtelSpan (class in nat.plugins.opentelemetry.otel_span) OtelSpanBatchProcessor (class in nat.plugins.opentelemetry.otel_span_exporter) OtelSpanExporter (class in nat.plugins.opentelemetry) (class in nat.plugins.opentelemetry.otel_span_exporter) OTHER (EpisodeItemRole attribute) (RuntimeTypeEnum attribute) OTLPProtocol (in module nat.plugins.opentelemetry) (in module nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin) OTLPSpanAdapterExporter (class in nat.plugins.opentelemetry) (class in nat.plugins.opentelemetry.otlp_span_adapter_exporter) OTLPSpanExporterMixin (class in nat.plugins.opentelemetry.mixin.otlp_span_exporter_mixin) OTLPSpanHeaderRedactionAdapterExporter (class in nat.plugins.opentelemetry) (class in nat.plugins.opentelemetry.otlp_span_redaction_adapter_exporter) OUTLIER_ALPHA (PlotConfig attribute) OUTLIER_COLOR (PlotConfig attribute) outlier_llm_latency (CalcAlerts attribute) OUTLIER_MARKER (PlotConfig attribute) OUTLIER_POINT_SIZE (PlotConfig attribute) outlier_workflow_runtime (CalcAlerts attribute) outliers_removed (LinearFitResult attribute) output (ActiveFunctionContextManager property) (AsyncGenerationStatusResponse attribute) (EvalGeneralConfig attribute) (GenerateResponse attribute) (InvocationContext attribute) (JobInfo attribute), [1] (ServerToolUseSchema attribute) (StreamEventData attribute) OUTPUT (TargetLocation attribute) output (ToolUseInputSchema attribute) (TTCItem attribute) output_config (OutputUploader attribute) output_dir (CalcRunner property) (CalcRunnerConfig attribute) (EvalGeneralConfig attribute) (EvalResult attribute) (FinetuneConfig attribute) (ProfilerRunner attribute) output_fields (MilvusRetrieverConfig attribute) (NemoRetrieverConfig attribute) output_filename (PredictionTrieConfig attribute) output_key (EvalDatasetLangSmithConfig attribute) OUTPUT_MIME_TYPE (SpanAttributes attribute) output_obj (AtifEvalSample attribute) (EvalInputItem attribute) output_path (BaseOptimizerConfig attribute) (EvaluateStatusResponse attribute) (FileTelemetryExporterConfig attribute) (JobInfo attribute), [1] output_schema (FunctionDescriptor attribute) (LangSmithJudgeConfig attribute) output_tokens (_NodeAccumulators attribute) (LLMCallContext attribute) (LLMCallPrediction attribute), [1] output_type (FunctionDescriptor attribute) (TypeIntrospectionMixin property) output_type_is_base_model (FunctionDescriptor attribute) output_union_types (TypeIntrospectionMixin property) OUTPUT_VALUE (SpanAttributes attribute) output_verifier_middleware() (in module nat.middleware.defense.register) 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.plugins.eval.utils.output_uploader) OutputVerificationResult (class in nat.middleware.defense.defense_middleware_data_models) OutputVerifierMiddleware (class in nat.middleware.defense.defense_middleware_output_verifier) OutputVerifierMiddlewareConfig (class in nat.middleware.defense.defense_middleware_output_verifier) override (EvaluationRunConfig attribute) (FinetuneRunConfig attribute) (OptimizerRunConfig attribute) override() (in module nat.utils.type_utils) override_output_dir() (EvalGeneralConfig class method) override_settings() (Settings method) overrides (LayeredConfig attribute) (RedTeamingRunner attribute), [1] OVERWRITE (FileMode attribute)

P

P (in module nat.builder.function_info) p50 (ConcurrencyDistribution attribute) (PredictionMetrics attribute), [1] p50_concurrency (ConcurrencyAnalysisResult attribute) p90 (ConcurrencyDistribution attribute) (InferenceMetricsModel attribute) (LLMUniquenessMetrics attribute) (PredictionMetrics attribute), [1] (WorkflowRuntimeMetrics attribute) p90_concurrency (ConcurrencyAnalysisResult attribute) p95 (ConcurrencyDistribution attribute) (InferenceMetricsModel attribute) (LLMUniquenessMetrics attribute) (PredictionMetrics attribute), [1] (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_execution() (in module nat.plugins.langchain.control_flow.parallel_executor) parallel_slack_ratio (LLMCallContext attribute) parallel_tool_calls (ChatRequest attribute) (ResponsesAPIAgentWorkflowConfig attribute) ParallelExecutorConfig (class in nat.plugins.langchain.control_flow.parallel_executor) parameters (FunctionDetails attribute) (ToolDetails attribute) (TrialResult attribute) params (SearchResponse attribute) parent (CallNode attribute) (OtelSpan property) (Span attribute) parent_call() (WeaveExporter method) parent_function_id (DataFrameRow attribute) (IntermediatePropertyAdaptor property) parent_function_name (DataFrameRow attribute) (IntermediatePropertyAdaptor property) parent_id (_SiblingSpan attribute) (AtifAncestry attribute), [1] (InteractionBase attribute) (IntermediateStep attribute) (InvocationNode attribute) (ResponseIntermediateStep attribute) (WebSocketObservabilityTraceMessage attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) parent_name (AtifAncestry attribute), [1] (InvocationNode attribute) ParetoVisualizer (class in nat.plugins.config_optimizer.parameters.pareto_visualizer) parse() (ReActOutputParser method) parse_agent_response_max_retries (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute) parse_generic_message() (in module nat.finetuning.utils.parsers.common) parse_list_fields() (SWEBenchInput method) parse_op_type() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) parse_rag_response() (in module nat.tool.nvidia_rag) parse_requirement() (in module nat.registry_handlers.package_utils) parse_to_openai_message() (in module nat.plugins.adk.adk_parser) (in module nat.plugins.langchain.langchain_parser) (in module nat.plugins.llama_index.llama_index_parser) parse_to_openai_messages() (in module nat.finetuning.utils.parsers.base_parser) parser (in module nat.utils.dump_distro_mapping) parser() (EvalDatasetCsvConfig static method) (EvalDatasetCustomConfig method) (EvalDatasetJsonConfig static method) (EvalDatasetJsonlConfig static method) (EvalDatasetLangSmithConfig 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) (BasicAuthPayload attribute) (BasicUserInfo attribute) (DFWElasticsearchTelemetryExporter attribute) (MySQLObjectStoreClientConfig attribute) (RedisMemoryClientConfig attribute) (RedisObjectStoreClientConfig attribute) PASSWORD_ENV (MySQLObjectStoreClientConfig attribute) PATCH (HTTPMethod attribute) patch (SWEBenchInput attribute) patch_with_retry() (in module nat.utils.exception_handlers.automatic_retries) patch_with_thinking() (in module nat.llm.utils.thinking) PatchedClients (class in nat.plugins.autogen.callback_handler) path (FastApiFrontEndConfig.EndpointBase attribute) (FileLoggingMethod attribute) (ImageSource attribute), [1] (LLMCallContext attribute) path_params (Request attribute) (RequestAttributes property) patronus_telemetry_exporter() (in module nat.plugins.opentelemetry.register) PatronusTelemetryExporter (class in nat.plugins.opentelemetry.register) pattern (FrequentPattern attribute) patterns (PrefixSpanSubworkflowResult attribute) pause_registration_changed_hooks() (TypeRegistry method) pause_settings_changed_hooks() (Settings method) payload (IntermediateStep attribute) PAYLOAD (LLMHeaderPrefix attribute) payload (Request attribute) (RequestAttributes property) (ResponseIntermediateStep attribute) (ResponsePayloadOutput attribute) (StreamEventData attribute) (SystemIntermediateStepContent attribute) (WebSocketAuthMessage attribute) (WebSocketAuthResponseMessage attribute) payload_name (IntermediateStepsFilterCondition attribute) payload_placement (RedTeamingMiddlewareConfig attribute) PENDING (InteractionStatus attribute) (TrainingStatusEnum attribute) pending_interaction (ExecutionRecord attribute) pending_oauth (ExecutionRecord attribute) PendingInteraction (class in nat.front_ends.fastapi.execution_store) PendingOAuth (class in nat.front_ends.fastapi.execution_store) per_input_user_id (EvalGeneralConfig attribute) per_item_metrics (SizingMetrics attribute) per_user_function_dependencies (PerUserWorkflowBuilder attribute) per_user_function_group_dependencies (PerUserWorkflowBuilder attribute) per_user_function_groups_count (PerUserMemoryMetrics attribute) per_user_function_input_schema (RegisteredFunctionInfo attribute) per_user_function_single_output_schema (RegisteredFunctionInfo attribute) per_user_function_streaming_output_schema (RegisteredFunctionInfo attribute) per_user_functions_count (PerUserMemoryMetrics attribute) per_user_mcp_client_function_group() (in module nat.plugins.mcp.client.client_impl) per_user_react_agent_workflow() (in module nat.plugins.langchain.agent.react_agent.register_per_user_agent) per_user_workflow_cleanup_interval (GeneralConfig attribute) per_user_workflow_timeout (GeneralConfig attribute) periodic_cleanup() (in module nat.front_ends.fastapi.async_jobs) (in module nat.front_ends.fastapi.async_jobs.async_job) PerUserBuilderInfo (class in nat.runtime.session) PerUserMCPClientConfig (class in nat.plugins.mcp.client.client_config) PerUserMCPFunctionGroup (class in nat.plugins.mcp.client.client_impl) PerUserMemoryMetrics (class in nat.runtime.metrics) PerUserMetricsCollector (class in nat.runtime.metrics) PerUserMonitorResponse (class in nat.runtime.metrics) PerUserReActAgentWorkflowConfig (class in nat.plugins.langchain.agent.react_agent.register_per_user_agent) PerUserRequestMetrics (class in nat.runtime.metrics) PerUserResourceUsage (class in nat.runtime.metrics) PerUserSessionMetrics (class in nat.runtime.metrics) PerUserWorkflowBuilder (class in nat.builder.per_user_workflow_builder) phoenix_telemetry_exporter() (in module nat.plugins.phoenix.register) phoenix_trace_url_fixture() (in module nat.test.plugin) phoenix_url_fixture() (in module nat.test.plugin) PhoenixMixin (class in nat.plugins.phoenix.mixin.phoenix_mixin) PhoenixOtelExporter (class in nat.plugins.phoenix.phoenix_exporter) PhoenixTelemetryExporter (class in nat.plugins.phoenix.register) pick_trial() (in module nat.plugins.config_optimizer.parameters.selection) pii_defense_middleware() (in module nat.middleware.defense.register) pii_detected (PIIAnalysisResult attribute) PIIAnalysisResult (class in nat.middleware.defense.defense_middleware_data_models) PIIDefenseMiddleware (class in nat.middleware.defense.defense_middleware_pii) PIIDefenseMiddlewareConfig (class in nat.middleware.defense.defense_middleware_pii) ping_mcp_server() (in module nat.plugins.mcp.cli.commands) 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) piston_url_fixture() (in module nat.test.plugin) PistonSandbox (class in nat.tool.code_execution.code_sandbox) placeholder (HumanPromptText attribute) (ReWOOEvidence attribute) plan (ReWOOGraphState attribute) (ReWOOPlanStep attribute) (TTCItem attribute) plan_select_execute_function() (in module nat.experimental.test_time_compute.functions.plan_select_execute_function) planner (PlanSelectExecuteFunctionConfig attribute) planner_node() (ReWOOAgentGraph method) planner_prompt (ReWOOAgentGraph attribute) (ReWOOAgentWorkflowConfig attribute) PLANNER_SYSTEM_PROMPT (in module nat.plugins.langchain.agent.rewoo_agent.prompt) PLANNER_USER_PROMPT (in module nat.plugins.langchain.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.plugins.profiler.calc.plot) plot_concurrency_vs_time_metrics_simple() (in module nat.plugins.profiler.calc.plot) plot_data (CalcRunnerConfig attribute) plot_metric_vs_concurrency_with_optional_fit() (in module nat.plugins.profiler.calc.plot) plot_pairwise_matrix() (ParetoVisualizer method) plot_pareto_front_2d() (ParetoVisualizer method) plot_pareto_parallel_coordinates() (ParetoVisualizer method) plot_score_boxplot() (in module nat.plugins.security.eval.runners.red_teaming_runner.report_utils) plot_success_rate_bar() (in module nat.plugins.security.eval.runners.red_teaming_runner.report_utils) PlotConfig (class in nat.plugins.profiler.calc.plot) PluginTypes (class in nat.runtime.loader) poll_interval_seconds (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] populate_builder() (PerUserWorkflowBuilder method) (WorkflowBuilder method) (WorkflowEvalBuilder method) populate_milvus_fixture() (in module nat.test.plugin) port (A2AFrontEndConfig attribute) (ARTBackendConfig attribute) (FastApiFrontEndConfig attribute) (FastMCPFrontEndConfig attribute) (MCPFrontEndConfig attribute) (MySQLObjectStoreClientConfig attribute) (RedisMemoryClientConfig attribute) (RedisObjectStoreClientConfig attribute)

PORT_ENV (MySQLObjectStoreClientConfig attribute) POST (_ChatEndpointMethod attribute) (_GenerateEndpointMethod attribute) (HTTPMethod attribute) post_async_generation() (in module nat.front_ends.fastapi.routes.async_generation) post_invoke() (CacheMiddleware method) (ContentSafetyGuardMiddleware method) (DynamicFunctionMiddleware method) (FunctionMiddleware method), [1] (LoggingMiddleware method) (Middleware method), [1] (OutputVerifierMiddleware method) (PIIDefenseMiddleware method) (RedTeamingMiddleware method), [1] post_openai_api_compatible_endpoint() (in module nat.front_ends.fastapi.routes.v1_chat_completions) post_single_endpoint() (in module nat.front_ends.fastapi.routes.common_utils) post_streaming_atif_endpoint() (in module nat.front_ends.fastapi.routes.generate) post_streaming_endpoint() (in module nat.front_ends.fastapi.routes.common_utils) post_streaming_raw_endpoint() (in module nat.front_ends.fastapi.routes.generate) pre_create_experiment() (LangSmithOptimizationCallback method) (OptimizerCallback method) (OptimizerCallbackManager method) pre_eval_process_eval_input() (DatasetHandler method) pre_invoke() (CacheMiddleware method) (DynamicFunctionMiddleware method) (FunctionMiddleware method), [1] (LoggingMiddleware method) (Middleware method), [1] (RedTeamingMiddleware method), [1] pre_run() (ConsoleFrontEndPlugin method) (SimpleFrontEndPluginBase method) pre_tool_verifier_middleware() (in module nat.middleware.defense.register) pred_loggers (WeaveEvaluationCallback attribute) predict() (ForecastingBaseModel method), [1] (LinearModel method), [1] (RandomForestModel method), [1] prediction_trie (ProfilerConfig attribute) PredictionMetrics (class in nat.profiler.prediction_trie) (class in nat.profiler.prediction_trie.data_models) predictions_any_index (PredictionTrieNode attribute), [1] predictions_by_call_index (PredictionTrieNode attribute), [1] PredictionTrieBuilder (class in nat.profiler.prediction_trie) (class in nat.profiler.prediction_trie.trie_builder) PredictionTrieConfig (class in nat.data_models.profiler) PredictionTrieLookup (class in nat.profiler.prediction_trie.trie_lookup) PredictionTrieNode (class in nat.profiler.prediction_trie) (class in nat.profiler.prediction_trie.data_models) preference_average_log_probs (DPOSpecificHyperparameters attribute), [1], [2] preference_loss_weight (DPOSpecificHyperparameters attribute), [1], [2] PreferencePair (class in nat.plugins.customizer.dpo.trajectory_builder) preferred_username (JwtUserInfo attribute) prefix (PrefixInfo attribute) prefix_info (FrameworkLLMPrefixData attribute) prefix_length (PrefixInfo attribute) prefix_span_analysis (ProfilerConfig attribute) PrefixCallNode (class in nat.plugins.profiler.inference_optimization.data_models) PrefixInfo (class in nat.plugins.profiler.inference_optimization.data_models) prefixspan_subworkflow_with_text() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) PrefixSpanConfig (class in nat.data_models.profiler) PrefixSpanSubworkflowResult (class in nat.plugins.profiler.inference_optimization.data_models) prepare_trace() (RAGATraceExporterOptWrite method) presence_penalty (ChatRequest attribute) presidio_filter (in module nat.plugins.weave.weave_exporter) PreToolVerificationResult (class in nat.middleware.defense.defense_middleware_data_models) PreToolVerifierMiddleware (class in nat.middleware.defense.defense_middleware_pre_tool_verifier) PreToolVerifierMiddlewareConfig (class in nat.middleware.defense.defense_middleware_pre_tool_verifier) prev_stack (OpenStep attribute) print_channel_settings() (Settings method) print_summary() (Config method) print_tool() (in module nat.plugins.mcp.cli.commands) PrivacyLevel (class in nat.observability.mixin.tagging_config_mixin) PrivacyTaggingConfigMixin (class in nat.observability.mixin.tagging_config_mixin) PrivacyTagSchema (in module nat.observability.mixin.tagging_config_mixin) problem_statement (SWEBenchInput attribute) process() (BatchingProcessor method) (DFWToDictProcessor method), [1] (FalsyBatchFilterProcessor method) (IntermediateStepSerializer method) (Processor method) (RedactionProcessor method) (SpanTaggingProcessor method) (SpanToDFWRecordProcessor method), [1] (SpanToOtelProcessor method) (StepAdaptor method) process_nat_eval() (in module nat.plugins.eval.cli.evaluate) process_red_team_eval() (in module nat.plugins.security.cli.red_teaming.red_teaming) process_result() (in module nat.plugins.agno.tool_wrapper) process_status (CodeExecutionResult attribute) process_workflow_request() (WebSocketMessageHandler method) ProcessingExporter (class in nat.observability.exporter.processing_exporter) Processor (class in nat.observability.processor.processor) processor_factory() (in module nat.observability.processor.processor_factory) processor_factory_from_type() (in module nat.observability.processor.processor_factory) processor_factory_to_type() (in module nat.observability.processor.processor_factory) profile_config (ProfilerRunner attribute) profile_workflow() (EvaluationRun method) profile_workflow_bottlenecks() (in module nat.plugins.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.data_models.evaluate_runtime) ProfilerRunner (class in nat.plugins.profiler.profile_runner) programming_language (CodeGenerationTool attribute) progress (TrainingJobStatus attribute) project (ARTBackendConfig attribute) (CollectorConfigMixin attribute) (FileTelemetryExporterConfig attribute) (Mem0MemoryClientConfig attribute) (WeaveEvaluationCallback attribute) (WeaveTelemetryExporter attribute) project_id (DBNLTelemetryExporter attribute) (Mem0MemoryClientConfig attribute) (MemMachineMemoryClientConfig attribute) project_name_fixture() (in module nat.test.plugin) prometheus_url (DynamoMetricsCollector attribute) (DynamoMetricsConfig attribute) (DynamoMetricsResult attribute) prompt (CandidateStep attribute) (DPOItem attribute) (ExecutionAcceptedInteraction attribute) (ExecutionInteractionRequiredStatus attribute) (LangSmithJudgeConfig attribute) (OptimizerConfig attribute) (PendingInteraction attribute) (PreferencePair attribute) (SearchSpace attribute) (StreamInteractionEvent attribute) prompt_caching_prefixes (ProfilerConfig attribute) prompt_content (UserInteraction attribute) prompt_for_input_cli() (in module nat.front_ends.console.console_front_end_plugin) prompt_format (SearchSpace attribute) prompt_formats (TrialResult attribute) prompt_optimizer_function() (in module nat.plugins.langchain.agent.prompt_optimizer.register) prompt_population_init_function (PromptOptimizationConfig attribute) prompt_purpose (SearchSpace attribute) prompt_recombination_function (PromptOptimizationConfig attribute) prompt_recombiner_function() (in module nat.plugins.langchain.agent.prompt_optimizer.register) prompt_token_ids (Metrics attribute), [1] prompt_tokens (ConcurrencyCallNode attribute) (DataFrameRow attribute) (LangchainProfilerHandler attribute) (Metrics attribute), [1] (TokenUsageBaseModel attribute) (Usage attribute) (UsageStatsLLM attribute) prompt_user_input() (UserInteractionManager method) PromptCachingConfig (class in nat.data_models.profiler) PromptOptimizationConfig (class in nat.data_models.optimizer) PromptOptimizerConfig (class in nat.plugins.langchain.agent.prompt_optimizer.register) PromptOptimizerInputSchema (class in nat.data_models.optimizer) PromptRecombinerConfig (class in nat.plugins.langchain.agent.prompt_optimizer.register) prompts (Individual attribute) (TrialResult attribute) PromptType (in module nat.plugins.customizer.dpo.trajectory_builder) properties (FunctionParameters attribute) (ToolParameters attribute) PROTOCOL (MCPErrorCategory attribute) provided_metadata (TraceMetadata attribute) provider_type (EmbedderProviderInfo attribute) (LLMProviderInfo attribute) (RetrieverProviderInfo attribute) ProviderT (in module observability.schema.provider.openai_trace_source) public_base_url (A2AFrontEndConfig attribute) public_key (LangfuseTelemetryExporter attribute) PUBLISH (ActionEnum attribute) publish() (AbstractRegistryHandler method) (in module nat.cli.commands.registry.publish) (LocalRegistryHandler method) (PypiRegistryHandler method) (RestRegistryHandler method) publish_artifact() (in module nat.cli.commands.registry.publish) publish_eval_input() (DatasetHandler method) publish_output() (EvaluationRun method) publish_route (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) PublishResponse (class in nat.registry_handlers.schemas.publish) PULL (ActionEnum attribute) pull() (AbstractRegistryHandler method) (in module nat.cli.commands.registry.pull) (LocalRegistryHandler method) (PypiRegistryHandler method) (RestRegistryHandler method) pull_artifact() (in module nat.cli.commands.registry.pull) pull_details (GithubCreatePullList attribute) pull_intermediate() (in module nat.builder.runtime_event_subscriber) (in module nat.front_ends.fastapi.intermediate_steps_subscriber) pull_intermediate_atif() (in module nat.front_ends.fastapi.intermediate_steps_subscriber) pull_route (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) PulledPackage (class in nat.registry_handlers.schemas.pull) PullPackageWhl (class in nat.registry_handlers.schemas.pull) PullRequestPackage (class in nat.registry_handlers.schemas.pull) PullRequestPackages (class in nat.registry_handlers.schemas.pull) PullResponse (class in nat.registry_handlers.schemas.pull) PUSH (MultipleChoiceOptionType attribute) push() (ATIFStreamConverter method) (GlobalSettings static method) (GlobalTypeRegistry static method) push_active_function() (Context method) push_intermediate_step() (in module nat.plugins.profiler.decorators.function_tracking) (IntermediateStepManager method) push_intermediate_steps() (IntermediateStepManager method) push_latency_sensitivity() (Context method) push_notifications (A2ACapabilitiesConfig attribute) PUT (HTTPMethod attribute) put() (AsyncIOProducerConsumerQueue method) put_blocking() (AsyncIOProducerConsumerQueue method) put_object() (InMemoryObjectStore method) (MySQLObjectStore method) (ObjectStore method) (RedisObjectStore method) (S3ObjectStore method) pypi_publish_registry_handler() (in module nat.registry_handlers.pypi.register_pypi) PypiRegistryHandler (class in nat.registry_handlers.pypi.pypi_handler) PypiRegistryHandlerConfig (class in nat.registry_handlers.pypi.register_pypi) pytest_addoption() (in module nat.test.plugin) pytest_runtest_setup() (in module nat.test.plugin) 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) (SendMessageInput attribute) query_decomposition (RAGPipelineConfig attribute) query_executed (ExecuteDBQueryOutput attribute) query_generation_template (MultiQueryRetrievalSearchConfig attribute) query_params (AuthenticatedContext attribute) (Request attribute) (RequestAttributes property)

query_range (DynamoMetricsConfig attribute) query_rewriter (RAGPipelineConfig attribute) QueryCred (class in nat.data_models.authentication) QueryResult (class in nat.plugins.vanna.db_utils) question_key (DatasetHandler property) (EvalDatasetStructureConfig attribute) QueueClosed queued_requests (DynamoMetricsResult attribute)

R

r_squared (LinearFitResult attribute) RADIO (HumanPromptModelType attribute) rag_pipeline (NATRAGConfig attribute) RagaAICatalystExporter (class in nat.plugins.ragaai.ragaai_catalyst_exporter) RagaAICatalystMixin (class in nat.plugins.ragaai.mixin.ragaai_catalyst_mixin) ragas_reason (EvalOutputItemRagasReasoning attribute) ragas_traces (EvalOutputItemRagasReasoning attribute) RagasEvaluatorConfig (class in nat.plugins.ragas.rag_evaluator.register) RagasMetricConfig (class in nat.plugins.ragas.rag_evaluator.register) RAGAtifEvaluator (class in nat.plugins.ragas.rag_evaluator.atif_evaluate) RAGATraceExporterOptWrite (class in nat.plugins.ragaai.mixin.ragaai_catalyst_mixin) RAGEvaluator (class in nat.plugins.ragas.rag_evaluator.evaluate) RAGGenerateResult (class in nat.plugins.rag.models) RAGPipelineConfig (class in nat.plugins.rag.config) RAGResultBase (class in nat.plugins.rag.models) RAGSearchResult (class in nat.plugins.rag.models) raise_error (LangchainProfilerHandler attribute) raise_errors (RetrieverConfig attribute) raise_on_parsing_failure (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute) raise_tool_call_error (ReWOOAgentGraph attribute) (ReWOOAgentWorkflowConfig attribute) raise_type_incompatibility (SequentialExecutorConfig attribute) random_subsample (CurriculumLearningConfig attribute) RandomForestModel (class in nat.plugins.profiler.forecasting.models) (class in nat.plugins.profiler.forecasting.models.random_forest_regressor) ranking (RAGPipelineConfig attribute) raw (AuthResult attribute) raw_key (APIKeyAuthProviderConfig attribute) raw_metadata (CandidateStep attribute) raw_response (ContentAnalysisResult attribute) (GuardResponseResult attribute) RawExporter (class in nat.observability.exporter.raw_exporter) react_agent_workflow() (in module nat.plugins.langchain.agent.react_agent.register) ReActAgentGraph (class in nat.plugins.langchain.agent.react_agent.agent) ReActAgentParsingFailedError ReActAgentWorkflowConfig (class in nat.plugins.langchain.agent.react_agent.register) ReActGraphState (class in nat.plugins.langchain.agent.react_agent.agent) reaction_type (WeaveFeedbackPayload attribute) ReActOutputParser (class in nat.plugins.langchain.agent.react_agent.output_parser) ReActOutputParserException read_jsonl() (in module nat.data_models.dataset_handler) reason (OutputVerificationResult attribute) (PreToolVerificationResult attribute) reasoning (EvalOutputItem attribute) (EvalOutputItemLike attribute) (EvalResultItem attribute) reasoning_content (ResponseATIFStep attribute) (Step attribute), [1] reasoning_effort (Step attribute), [1] reasoning_models (Text2SQLConfig attribute) (VannaLangChainLLM attribute) reasoning_prompt_template (ReasoningFunctionConfig attribute) reasoning_tokens (TokenUsageBaseModel attribute) (UsageStatsLLM attribute) ReasoningFunctionConfig (class in nat.plugins.langchain.agent.reasoning_agent.reasoning_agent) rebuild_annotations() (Config class method) (EvalConfig class method) (EvalGeneralConfig class method) (GeneralConfig class method) (RedTeamingRunnerConfig class method), [1] (Settings class method) (TelemetryConfig class method) reconnect_enabled (MCPClientBaseConfig attribute) reconnect_initial_backoff (MCPClientBaseConfig attribute) reconnect_max_attempts (MCPClientBaseConfig attribute) reconnect_max_backoff (MCPClientBaseConfig attribute) record_exception() (OtelSpan method) record_request() (PerUserBuilderInfo method) recursive_componentref_discovery() (in module nat.builder.component_utils) red_team_command() (in module nat.plugins.security.cli.commands) (in module nat.plugins.security.cli.red_teaming.red_teaming) red_teaming_middleware() (in module nat.middleware.red_teaming.register) redact_item() (ContextualSpanRedactionProcessor method) (RedactionProcessor method) redact_keys (WeaveTelemetryExporter attribute) redact_pii (WeaveTelemetryExporter attribute) redact_pii_fields (WeaveTelemetryExporter attribute) redaction_attributes (RedactionConfigMixin attribute) redaction_check() (RedactionManager method) redaction_enabled (RedactionConfigMixin attribute) redaction_headers (HeaderRedactionConfigMixin attribute) redaction_manager() (RedactionContext method), [1] redaction_result (RedactionContext property), [1] (RedactionContextState attribute), [1] redaction_tag (ContextualSpanRedactionProcessor attribute) (RedactionConfigMixin attribute) redaction_value (ContextualRedactionProcessor attribute) (RedactionConfigMixin attribute) RedactionConfigMixin (class in nat.observability.mixin.redaction_config_mixin) RedactionContext (class in nat.observability.processor.redaction) (class in nat.observability.processor.redaction.redaction_processor) RedactionContextState (class in nat.observability.processor.redaction) (class in nat.observability.processor.redaction.redaction_processor) RedactionDataT (in module nat.observability.processor.redaction.contextual_redaction_processor) (in module nat.observability.processor.redaction.redaction_processor) RedactionInputT (in module nat.observability.processor.redaction.redaction_processor) RedactionManager (class in nat.observability.processor.redaction.redaction_processor) RedactionProcessor (class in nat.observability.processor.redaction.redaction_processor) redirect_app (ConsoleAuthenticationFlowHandler property) redirect_uri (MCPOAuth2ProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) redis_memory_client() (in module nat.plugins.redis.memory) redis_object_store_client() (in module nat.plugins.redis.object_store) RedisEditor (class in nat.plugins.redis.redis_editor) RedisMemoryClientConfig (class in nat.plugins.redis.memory) RedisObjectStore (class in nat.plugins.redis.redis_object_store) RedisObjectStoreClientConfig (class in nat.plugins.redis.object_store) RedTeamingEvalOutputItem (class in nat.plugins.security.eval.red_teaming_evaluator.data_models) RedTeamingEvaluator (class in nat.plugins.security.eval.red_teaming_evaluator.evaluate) RedTeamingEvaluatorConfig (class in nat.plugins.security.eval.red_teaming_evaluator.register) RedTeamingMiddleware (class in nat.middleware) (class in nat.middleware.red_teaming.red_teaming_middleware) RedTeamingMiddlewareConfig (class in nat.middleware.red_teaming.red_teaming_middleware_config) RedTeamingRunner (class in nat.plugins.security.eval.runners.red_teaming_runner) (class in nat.plugins.security.eval.runners.red_teaming_runner.runner) RedTeamingRunnerConfig (class in nat.plugins.security.eval.runners.red_teaming_runner) (class in nat.plugins.security.eval.runners.red_teaming_runner.config) RedTeamingScenario (class in nat.plugins.security.eval.runners.red_teaming_runner) (class in nat.plugins.security.eval.runners.red_teaming_runner.config) reduction_strategy (RedTeamingEvaluator attribute) (RedTeamingEvaluatorConfig attribute) ReductionStrategy (class in nat.plugins.security.eval.red_teaming_evaluator.evaluate) ref_count (PerUserBuilderInfo attribute) (PerUserSessionMetrics attribute) (SessionData attribute) ref_name (ComponentRefNode attribute) ref_policy_kl_penalty (DPOSpecificHyperparameters attribute), [1], [2] reference (EvalOutputItemRagasReasoning attribute) refine_single() (IterativePlanRefinementEditor method) refinement_template (IterativePlanRefinementConfig attribute) reflect() (MemoryManager method) reflection (RAGPipelineConfig attribute) region (S3ObjectStoreClientConfig attribute) region_name (AWSBedrockModelConfig attribute) (EvalS3Config attribute) register() (DynamicClientRegistration method) (EvalCallbackManager method) (in module nat.plugins.langchain.langgraph_workflow) (OptimizerCallbackManager method) (SchemaRegistry class method) register_a2a_front_end() (in module nat.plugins.a2a.server.register_frontend) register_adapter (in module observability.processor.trace_conversion) (in module observability.processor.trace_conversion.trace_adapter_registry) register_adapter() (TraceAdapterRegistry class method), [1], [2] register_art_trainer() (in module nat.plugins.openpipe.register) register_art_trainer_adapter() (in module nat.plugins.openpipe.register) register_art_trajectory_builder() (in module nat.plugins.openpipe.register) register_auth_provider() (in module nat.cli.register_workflow) (TypeRegistry method) register_auth_providers (DynamicMiddlewareConfig attribute) register_avg_llm_latency_evaluator() (in module nat.plugins.profiler.runtime_evaluator.register) register_avg_num_llm_calls_evaluator() (in module nat.plugins.profiler.runtime_evaluator.register) register_avg_tokens_per_llm_end_evaluator() (in module nat.plugins.profiler.runtime_evaluator.register) register_avg_workflow_runtime_evaluator() (in module nat.plugins.profiler.runtime_evaluator.register) register_best_of_n_selector() (in module nat.experimental.test_time_compute.selection.best_of_n_selector) register_chat_completion() (in module nat.tool.chat_completion) register_components_fixture() (in module nat.test.plugin) register_converter() (GlobalTypeConverter static method) register_csv_dataset_loader() (in module nat.plugins.eval.dataset_loader.register) register_custom_dataset_loader() (in module nat.plugins.eval.dataset_loader.register) register_dataset_loader() (in module nat.cli.register_workflow) (TypeRegistry method) register_embedder_client() (in module nat.cli.register_workflow) (TypeRegistry method) register_embedder_provider() (in module nat.cli.register_workflow) (TypeRegistry method) register_embedders (DynamicMiddlewareConfig attribute) register_eval_callback() (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_fastmcp_front_end() (in module nat.plugins.fastmcp.server.register_frontend) register_front_end() (in module nat.cli.register_workflow) (TypeRegistry method) register_function() (in module nat.cli.register_workflow) (TypeRegistry method) register_function_group() (in module nat.cli.register_workflow) (TypeRegistry method) register_function_middleware (in module nat.cli.register_workflow) register_function_with_mcp() (in module nat.plugins.fastmcp.server.tool_converter) (in module nat.plugins.mcp.server.tool_converter) register_ga_prompt_optimizer() (in module nat.plugins.config_optimizer.register) register_iterative_plan_refinement_editor() (in module nat.experimental.test_time_compute.editing.iterative_plan_refinement_editor) register_json_dataset_loader() (in module nat.plugins.eval.dataset_loader.register) register_jsonl_dataset_loader() (in module nat.plugins.eval.dataset_loader.register) register_langsmith_custom_evaluator() (in module nat.plugins.langchain.eval.langsmith_custom_evaluator) register_langsmith_dataset_loader() (in module nat.plugins.langchain.dataset_loader.register) register_langsmith_evaluator() (in module nat.plugins.langchain.eval.langsmith_evaluator) register_langsmith_judge() (in module nat.plugins.langchain.eval.langsmith_judge) 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_judge_selection() (in module nat.experimental.test_time_compute.selection.llm_judge_selection) register_llm_provider() (in module nat.cli.register_workflow) (TypeRegistry method) register_llms (DynamicMiddlewareConfig attribute) register_logging_method() (in module nat.cli.register_workflow) (TypeRegistry method) register_mcp_front_end() (in module nat.plugins.mcp.server.register_frontend) register_memory (DynamicMiddlewareConfig attribute) register_memory() (in module nat.cli.register_workflow) (TypeRegistry method) register_middleware() (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_generation() (in module nat.experimental.test_time_compute.search.multi_llm_generation) 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_numeric_optimizer() (in module nat.plugins.config_optimizer.register) register_object_store() (in module nat.cli.register_workflow) (TypeRegistry method) register_object_store_commands() (in module nat.cli.commands.object_store.object_store) register_object_stores (DynamicMiddlewareConfig attribute) register_optimizer() (in module nat.cli.register_workflow) (TypeRegistry method) register_optimizer_callback() (in module nat.cli.register_workflow) (TypeRegistry method) register_package() (TypeRegistry method) register_parquet_dataset_loader() (in module nat.plugins.eval.dataset_loader.register) register_per_user_function() (in module nat.cli.register_workflow) register_per_user_function_group() (in module nat.cli.register_workflow) register_ragas_evaluator() (in module nat.plugins.ragas.rag_evaluator.register) register_red_teaming_evaluator() (in module nat.plugins.security.eval.red_teaming_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_retrievers (DynamicMiddlewareConfig attribute) register_schema (in module observability.schema.schema_registry) register_single_shot_multi_plan_planner() (in module nat.experimental.test_time_compute.search.single_shot_multi_plan_planner) 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_trainer() (in module nat.cli.register_workflow) (TypeRegistry method) register_trainer_adapter() (in module nat.cli.register_workflow) (TypeRegistry method) register_trajectory_builder() (in module nat.cli.register_workflow) (TypeRegistry method) register_trajectory_evaluator() (in module nat.plugins.langchain.eval.trajectory_evaluator) 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.plugins.langchain.eval.tunable_rag_evaluator) register_workflow_functions (DynamicMiddlewareConfig attribute) register_xls_dataset_loader() (in module nat.plugins.eval.dataset_loader.register) RegisteredAuthProviderInfo (class in nat.cli.type_registry) RegisteredCallableBase (class in nat.middleware.utils.workflow_inventory) RegisteredComponentMethod (class in nat.middleware.utils.workflow_inventory) RegisteredDatasetLoaderInfo (class in nat.cli.type_registry) RegisteredEmbedderClientInfo (class in nat.cli.type_registry) RegisteredEmbedderProviderInfo (class in nat.cli.type_registry) RegisteredEvalCallback (class in nat.cli.type_registry) RegisteredEvaluatorInfo (class in nat.cli.type_registry) RegisteredFrontEndInfo (class in nat.cli.type_registry) RegisteredFunction (class in nat.middleware.utils.workflow_inventory) RegisteredFunctionGroupInfo (class in nat.cli.type_registry) RegisteredFunctionInfo (class in nat.cli.type_registry) RegisteredInfo (class in nat.cli.type_registry) RegisteredLLMClientInfo (class in nat.cli.type_registry) RegisteredLLMProviderInfo (class in nat.cli.type_registry) RegisteredLoggingMethod (class in nat.cli.type_registry) RegisteredMemoryInfo (class in nat.cli.type_registry) RegisteredMiddlewareInfo (class in nat.cli.type_registry) RegisteredObjectStoreInfo (class in nat.cli.type_registry) RegisteredOptimizerCallback (class in nat.cli.type_registry) RegisteredOptimizerInfo (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) RegisteredTrainerAdapterInfo (class in nat.cli.type_registry) RegisteredTrainerInfo (class in nat.cli.type_registry) RegisteredTrajectoryBuilderInfo (class in nat.cli.type_registry) RegisteredTTCStrategyInfo (class in nat.cli.type_registry) registration_url (OAuth2Endpoints attribute) registry_command() (in module nat.cli.commands.registry.registry) REGISTRY_HANDLER (ComponentEnum attribute) (PluginTypes attribute) RegistryHandlerBaseConfig (class in nat.data_models.registry_handler) RegistryHandlerBaseConfigT (in module nat.data_models.registry_handler) RegistryHandlerBuildCallableT (in module nat.cli.type_registry) RegistryHandlerRegisteredCallableT (in module nat.cli.type_registry) reinstall_command() (in module nat.cli.commands.workflow.workflow_commands) rejected_index (PreferencePair attribute) rejected_response (DPOItem attribute) (PreferencePair attribute)

rejected_score (PreferencePair attribute) release() (TqdmPositionRegistry class method) reload (FastApiFrontEndConfig attribute) remaining_calls (_NodeAccumulators attribute) (LLMCallContext attribute) (LLMCallPrediction attribute), [1] remaining_components (PerUserWorkflowBuilder attribute) (WorkflowBuilder attribute) remote_backend (ARTTrainerAdapter attribute) remote_dir (EvalOutputConfig attribute) remote_file_path (EvalDatasetBaseConfig attribute) remote_path (GithubCommitCodeModel attribute) REMOVE (ActionEnum attribute) remove() (AbstractRegistryHandler method) (ExecutionStore method) (in module nat.cli.commands.configure.channel.remove) (in module nat.cli.commands.registry.remove) (LocalRegistryHandler method) (ModelCache 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_conversation_handler() (FastApiFrontEndPluginWorker method) remove_exporter() (ExporterManager method) remove_items() (Mem0Editor method) (MemMachineEditor method) (MemoryEditor method) (RedisEditor method) (ZepEditor method) remove_outliers (FitConfig attribute) remove_processor() (ProcessingExporter method) remove_r1_think_tags() (in module nat.utils.io.model_processing) remove_route (RestRegistryHandlerConfig attribute) remove_think_tags() (in module nat.plugins.vanna.vanna_utils) RemoveResponse (class in nat.registry_handlers.schemas.remove) rep_scores (TrialResult attribute) repetition_penalty (HuggingFaceInferenceLLMConfig attribute) repo (SWEBenchInput attribute) repo_name (GithubGroupConfig attribute) reps (DatasetHandler attribute) (EvaluateRequest attribute) (EvaluationRunConfig attribute) (RedTeamingRunner attribute), [1] reps_per_param_set (BaseOptimizerConfig attribute) Request (class in nat.data_models.api_server) request (DFWESRecord attribute), [1] request_count (MemoryProfiler attribute) request_timeout (AzureOpenAIModelConfig attribute) (DynamoModelConfig attribute) (OpenAIModelConfig attribute) RequestAttributes (class in nat.runtime.user_metadata) RequestAttributesTool (class in nat.tool.server_tools) RequestHeaders (class in nat.registry_handlers.schemas.headers) requests (PerUserResourceUsage attribute) requests_per_minute (DynamoMetricsResult attribute) RequestTool (class in observability.schema.sink.elasticsearch.dfw_es_record) require_approval (OpenAIMCPSchemaTool attribute) require_docker_fixture() (in module nat.test.plugin) require_env_variables() (in module nat.test.plugin) require_multiple_candidates (DPOTrajectoryBuilderConfig attribute), [1], [2] require_nest_asyncio_fixture() (in module nat.test.plugin) require_weave_fixture() (in module nat.test.plugin) required (FunctionParameters attribute) (HumanPromptText attribute) (ToolParameters attribute) RequiredSecretStr (in module nat.plugins.vanna.db_utils) RERANKER (SpanKind attribute) reranker_top_k (NATRAGConfig attribute) reset() (LLMCallTracker method) (VannaSingleton class method) reset_baseline() (MemoryProfiler method) reset_configuration_directory() (Settings method) reset_for_copy() (IsolatedAttribute method) reset_pipeline() (ProcessingExporter method) resolve_extras_to_packages() (in module nat.registry_handlers.package_utils) resolve_interaction() (ExecutionStore method) resolve_message_type_by_data() (MessageValidator method) resolve_type() (in module nat.plugins.adk.tool_wrapper) (in module nat.plugins.autogen.tool_wrapper) (in module nat.plugins.semantic_kernel.tool_wrapper) resource (_SharedObjects attribute) (OtelSpan property) resource_attributes (LangfuseTelemetryExporter attribute) (LangsmithTelemetryExporter attribute) (OtelCollectorTelemetryExporter attribute) (PatronusTelemetryExporter attribute) ResourceConflictError ResourceConflictMixin (class in nat.observability.mixin.resource_conflict_mixin) response (CandidateStep attribute) Response (class in observability.schema.sink.elasticsearch.dfw_es_record) response (ConstantFunctionConfig attribute) (DFWESRecord attribute), [1] (EvalOutputItemRagasReasoning attribute) (InteractionResponseRequest attribute) RESPONSE_500 (in module nat.front_ends.fastapi.routes.common_utils) response_format (ChatRequest attribute) RESPONSE_MESSAGE (WebSocketMessageType attribute) response_metadata (OpenAIMessage attribute) response_seq (MockLLMConfig attribute) response_time_ms (MCPPingResult attribute) response_url (ExecutionAcceptedInteraction attribute) (ExecutionInteractionRequiredStatus attribute) (StreamInteractionEvent attribute) ResponseATIFStep (class in nat.data_models.api_server) ResponseATIFTrajectory (class in nat.data_models.api_server) ResponseBaseModelIntermediate (class in nat.data_models.api_server) ResponseBaseModelOutput (class in nat.data_models.api_server) ResponseChoice (class in observability.schema.sink.elasticsearch.dfw_es_record) ResponseHeaders (class in nat.registry_handlers.schemas.headers) ResponseIntermediateStep (class in nat.data_models.api_server) ResponseMessage (class in observability.schema.sink.elasticsearch.dfw_es_record) ResponseObservabilityTrace (class in nat.data_models.api_server) ResponsePayloadOutput (class in nat.data_models.api_server) RESPONSES (APITypeEnum attribute) responses (StreamingConstantFunctionConfig attribute) responses_api_agent_workflow() (in module nat.plugins.langchain.agent.responses_api_agent.register) ResponsesAPIAgentWorkflowConfig (class in nat.plugins.langchain.agent.responses_api_agent.register) ResponseSerializable (class in nat.data_models.api_server) rest_search_handler() (in module nat.registry_handlers.rest.register_rest) restore_environ_fixture() (in module nat.test.plugin) RestRegistryHandler (class in nat.registry_handlers.rest.rest_handler) RestRegistryHandlerConfig (class in nat.registry_handlers.rest.register_rest) result (EvaluateItemResponse attribute) (ExecutionCompletedStatus attribute) (ExecutionRecord attribute) (ReWOOGraphState attribute) result() (Runner method) result_json_path (EvaluationRunConfig attribute) (FinetuneRunConfig attribute) (OptimizerRunConfig attribute) (RedTeamingRunner attribute), [1] result_stream() (Runner method) result_with_steps() (Workflow method) results (Observation attribute), [1] (QueryResult attribute) (RetrieverOutput attribute) (SearchResponse attribute) results_by_condition (RedTeamingEvalOutputItem attribute) retrieve() (InMemoryTokenStorage method) (MemoryReader method) (ObjectStoreTokenStorage method) (TokenStorageBase method) retrieve_memory (AutoMemoryWrapperGraph attribute) retrieve_memory_for_every_response (AutoMemoryAgentConfig attribute) retrieved_contexts (EvalOutputItemRagasReasoning attribute) Retriever (class in nat.retriever.interface) retriever (NATRAGConfig attribute) (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 (AllowedComponentFunctions attribute) RETRIEVERS (ComponentGroup attribute) retrievers (Config attribute) (DynamicMiddlewareConfig attribute) (FunctionDependencies attribute) (Workflow attribute) (WorkflowInventory attribute) retry_agent_response_parsing_errors (ReActAgentWorkflowConfig attribute) retry_on_errors (RetryMixin attribute) retry_on_status_codes (RetryMixin attribute) retry_status_codes (EndpointRetryConfig attribute) RetryMixin (class in nat.data_models.retry_mixin) return_direct (ToolCallAgentGraph attribute) (ToolCallAgentWorkflowConfig attribute) return_error_on_exception (ParallelExecutorConfig attribute) (SequentialExecutorConfig attribute) reviewers (GithubCreatePullModel attribute) reward (TrainerAdapterConfig attribute) (TrainerConfig attribute) (Trajectory attribute) (TrajectoryBuilderConfig attribute) reward_from_score_diff (DPOTrajectoryBuilderConfig attribute), [1], [2] reward_function (FinetuneConfig attribute) RewardFunctionConfig (class in nat.data_models.finetuning) rewoo_agent_workflow() (in module nat.plugins.langchain.agent.rewoo_agent.register) ReWOOAgentGraph (class in nat.plugins.langchain.agent.rewoo_agent.agent) ReWOOAgentWorkflowConfig (class in nat.plugins.langchain.agent.rewoo_agent.register) ReWOOEvidence (class in nat.plugins.langchain.agent.rewoo_agent.agent) ReWOOGraphState (class in nat.plugins.langchain.agent.rewoo_agent.agent) ReWOOPlanStep (class in nat.plugins.langchain.agent.rewoo_agent.agent) role (AssistantMessage attribute) (ChoiceDelta attribute) (ChoiceMessage attribute) (EpisodeItem attribute) (FunctionMessage attribute) (Message attribute) (OpenAIMessage attribute) (ResponseMessage attribute) (SystemMessage attribute) (ToolMessage attribute) (UserMessage attribute) (UserMessages attribute) ROLE_MAP (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) roles (JwtUserInfo attribute) root (DecomposedType property) root_path (FastApiFrontEndConfig attribute) root_repo_dir_fixture() (in module nat.test.plugin) root_span_id (EvalResultItem attribute) RouteInfo (class in nat.front_ends.fastapi.fastapi_front_end_plugin_worker) router_agent_workflow() (in module nat.plugins.langchain.control_flow.router_agent.register) RouterAgentGraph (class in nat.plugins.langchain.control_flow.router_agent.agent) RouterAgentGraphState (class in nat.plugins.langchain.control_flow.router_agent.agent) RouterAgentWorkflowConfig (class in nat.plugins.langchain.control_flow.router_agent.register) row_count (ExecuteDBQueryOutput attribute) (QueryResult property) run() (_ParameterOptimizerRunner method) (A2AFrontEndPlugin method) (ARTTrainer method) (BaseParameterOptimizer method) (BasePromptOptimizer method) (CalcRunner method) (FastApiFrontEndPlugin method) (FastMCPFrontEndPlugin method) (FrontEndBase method) (GAPromptOptimizer method) (MCPFrontEndPlugin method) (NeMoCustomizerTrainer method), [1] (ProfilerRunner method) (RedTeamingRunner method), [1] (Session method) (SessionManager method) (SimpleFrontEndPluginBase method) (Trainer method), [1], [2] (WebSocketMessageHandler method) (Workflow method) run_all() (MultiEvaluationRunner method) run_and_capture_atif() (in module nat.atif.scripts.generate_atif_trajectory) run_and_evaluate() (EvaluationRun method) (in module nat.plugins.eval.cli.evaluate) run_cli() (in module nat.cli.main) run_config (EvalResult attribute) (Trainer attribute), [1], [2] (TrainerAdapter attribute), [1], [2] (TrajectoryBuilder attribute), [1], [2] run_configuration (FinetuneConfig attribute) run_custom_scripts() (OutputUploader method) run_epoch() (ARTTrainer method) (NeMoCustomizerTrainer method), [1] (Trainer method), [1], [2] run_eval() (TrajectoryBuilder method), [1], [2] RUN_EVALUATOR_CLASS (_EvaluatorConvention attribute) run_evaluators() (EvaluationRun method) RUN_EXAMPLE_FUNCTION (_EvaluatorConvention attribute) run_finetuning() (in module nat.finetuning.finetuning_runtime) run_finetuning_sync() (in module nat.finetuning.finetuning_runtime) run_generation() (in module nat.front_ends.fastapi.async_jobs) (in module nat.front_ends.fastapi.async_jobs.async_job) run_id (TrainingJobRef attribute) (TrainingJobStatus attribute) (TrajectoryCollection attribute) run_inline (LangchainProfilerHandler attribute) run_offline() (CalcRunner method) run_online() (CalcRunner method) run_optimizer_callback() (in module nat.plugins.config_optimizer.cli.optimize) RUN_OR_SERVE (RuntimeTypeEnum attribute) run_prefixspan() (in module nat.plugins.profiler.inference_optimization.experimental.prefix_span_analysis) run_single_evaluation() (MultiEvaluationRunner method) run_single_evaluator() (EvaluationRun method) run_validation_evaluation() (Trainer method), [1], [2] run_workflow() (ConsoleFrontEndPlugin method) (in module nat.test.utils) (in module nat.utils) (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.plugins.langchain.eval.tunable_rag_evaluator) Runner (class in nat.runtime.runner) runner_class (A2AFrontEndConfig attribute) (FastApiFrontEndConfig attribute) (FastMCPFrontEndConfig attribute) (MCPFrontEndConfig attribute) RunnerState (class in nat.runtime.runner) RUNNING (ExecutionStatus attribute) (JobStatus attribute), [1] (RunnerState attribute) (TrainingStatusEnum attribute) runtime (EvalResultItem attribute) (UsageStatsItem attribute) RUNTIME_COLOR (PlotConfig attribute) runtime_type (ContextState attribute) RuntimeTypeEnum (class in nat.data_models.runtime_enum)

S

s3 (EvalDatasetBaseConfig attribute) (EvalOutputConfig attribute) s3_client (DatasetDownloader property) s3_config (DatasetDownloader property) (OutputUploader property) s3_object_store_client() (in module nat.plugins.s3.object_store) S3ObjectStore (class in nat.plugins.s3.s3_object_store) S3ObjectStoreClientConfig (class in nat.plugins.s3.object_store) sample_count (PredictionMetrics attribute), [1] sampler (OptunaParameterOptimizationConfig attribute) SamplerType (class in nat.data_models.optimizer) Sandbox (class in nat.tool.code_execution.code_sandbox) sandbox_config_fixture() (in module nat.test.plugin) sandbox_type (CodeExecutionToolConfig attribute) sanitized_input (PreToolVerificationResult attribute) save_ai_messages_to_memory (AutoMemoryAgentConfig attribute) save_ai_responses (AutoMemoryWrapperGraph attribute) save_combined_html() (in module nat.plugins.security.eval.runners.red_teaming_runner.report_utils) save_configs() (RedTeamingRunner method), [1] save_gantt_chart() (in module nat.plugins.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis) save_prediction_trie() (in module nat.profiler.prediction_trie) (in module nat.profiler.prediction_trie.serialization) save_search_results() (AbstractRegistryHandler static method) save_user_messages (AutoMemoryWrapperGraph attribute) save_user_messages_to_memory (AutoMemoryAgentConfig attribute) scalar_fitness (Individual attribute) scenario_group (RedTeamingScenario attribute), [1] scenario_id (RedTeamingScenario attribute), [1] scenario_specific_instructions (RedTeamingEvaluator attribute) (RedTeamingEvaluatorConfig attribute) scenarios (RedTeamingRunnerConfig attribute), [1] scheduler_address (FastApiFrontEndConfig attribute) schema_exception_handler() (in module nat.utils.exception_handlers.schemas) schema_type (WebSocketUserMessage attribute) schema_version (ResponseATIFTrajectory attribute) (Trajectory attribute), [1] (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) SchemaRegistry (class in observability.schema.schema_registry) scheme (BearerTokenCred attribute) scope() (Context static method) (DynamoPrefixContext class method) scopes (BearerTokenValidator attribute) (JwtUserInfo attribute) (MCPOAuth2ProviderConfig attribute) (MCPServiceAccountProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Endpoints attribute) (OAuth2ResourceServerConfig attribute) (ServiceAccountTokenClient attribute) (TokenValidationResult attribute) score (BaseRagResult attribute) (CandidateStep attribute) (EvalOutputItem attribute) (EvalOutputItemLike attribute) (TTCEventData attribute) (TTCItem attribute) score_diff (PreferencePair attribute) score_field (LangSmithJudgeConfig attribute) score_metric_result() (in module nat.plugins.ragas.rag_evaluator.utils) score_single() (LLMBasedAgentScorer method) (LLMBasedPlanScorer method) score_threshold (PIIDefenseMiddlewareConfig attribute) scorer (ExecuteScoreSelectFunctionConfig attribute) (PlanSelectExecuteFunctionConfig attribute) scores (EvalResultItem attribute) SCORING (StageTypeEnum attribute) scoring_llm (LLMBasedAgentScoringConfig attribute) (LLMBasedPlanScoringConfig attribute) (MotivationAwareScoringConfig attribute) scoring_strategy (TTCToolOrchestrationFunctionConfig attribute) scoring_template (LLMBasedAgentScoringConfig attribute) (LLMBasedPlanScoringConfig attribute) (MotivationAwareScoringConfig attribute) script (EvalCustomScriptConfig attribute) SEARCH (ActionEnum attribute) (StageTypeEnum attribute) search() (AbstractRegistryHandler method) (in module nat.cli.commands.registry.search) (LocalRegistryHandler method) (Mem0Editor method) (MemMachineEditor method) (MemoryEditor method) (MilvusRetriever method) (NemoRetriever method) (PypiRegistryHandler method) (RedisEditor method) (RestRegistryHandler method) (Retriever method) (ZepEditor method) search_artifacts() (in module nat.cli.commands.info.list_components) (in module nat.cli.commands.registry.search) search_depth (TavilyInternetSearchToolConfig attribute) search_fields (LocalRegistryHandler attribute) search_params (AutoMemoryAgentConfig attribute) (AutoMemoryWrapperGraph attribute) (MilvusRetrieverConfig attribute) search_route (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) search_settings (RAGPipelineConfig attribute) search_space (OptimizableMixin attribute) search_strategy (MultiLLMJudgeFunctionConfig attribute) (TTCToolOrchestrationFunctionConfig attribute) SearchFields (class in nat.registry_handlers.schemas.search) SearchMemoryInput (class in nat.memory.models) SearchQuery (class in nat.registry_handlers.schemas.search) SearchResponse (class in nat.registry_handlers.schemas.search) SearchResponseItem (class in nat.registry_handlers.schemas.search) SearchSpace (class in nat.data_models.optimizable) seconds_between_calls (IntermediatePropertyAdaptor property) (UsageInfo attribute) secret_key (CatalystTelemetryExporter attribute) (EvalS3Config attribute) (LangfuseTelemetryExporter attribute) (S3ObjectStoreClientConfig attribute) SECRET_KEY_ENV (S3ObjectStoreClientConfig attribute) seed (AzureOpenAIModelConfig attribute) (ChatRequest attribute) (HuggingFaceInferenceLLMConfig attribute) (LiteLlmModelConfig attribute) (OpenAIModelConfig attribute) selected_option (HumanResponseBinary attribute) (HumanResponseCheckbox attribute) (HumanResponseDropdown attribute) (HumanResponseRadio attribute) SELECTION (StageTypeEnum attribute) selection_llm (LLMBasedAgentOutputSelectionConfig attribute) (LLMBasedOutputMergingConfig attribute) (LLMBasedPlanSelectionConfig attribute) selection_strategy (MultiLLMJudgeFunctionConfig attribute) (TTCToolOrchestrationFunctionConfig attribute) selection_template (LLMBasedAgentOutputSelectionConfig attribute) (LLMBasedOutputMergingConfig attribute) (LLMBasedPlanSelectionConfig attribute) (LLMJudgeSelectionConfig attribute) selector (ExecuteScoreSelectFunctionConfig attribute) (PlanSelectExecuteFunctionConfig attribute) self_time (NodeMetrics attribute) SEMANTIC_KERNEL (LLMFrameworkEnum attribute) semantic_kernel_tool_wrapper() (in module nat.plugins.semantic_kernel.tool_wrapper) SemanticKernelPatchMethod (class in nat.plugins.semantic_kernel.callback_handler) SemanticKernelProfilerHandler (class in nat.plugins.semantic_kernel.callback_handler) semaphore (AtifBaseEvaluator attribute), [1] (BaseEvaluator attribute) (EvaluationRemoteWorkflowHandler attribute) (PerUserBuilderInfo attribute) send_message() (A2ABaseClient method) send_message_streaming() (A2ABaseClient method) SendMessageInput (class in nat.plugins.a2a.client.client_impl) sensitivity (_NodeAccumulators attribute) sensitivity_scale (PredictionTrieConfig attribute) (SensitivityConfig attribute) sensitivity_score (LLMCallContext attribute) SensitivityConfig (class in nat.profiler.prediction_trie.trie_builder) SEPARATOR (FunctionGroup attribute) sequential_execution() (in module nat.plugins.langchain.control_flow.sequential_executor) SequentialExecutorConfig (class in nat.plugins.langchain.control_flow.sequential_executor) SequentialExecutorExit SerializableSecretStr (in module nat.data_models.common) serialize_created() (ChatResponse method) (ChatResponseChunk method) serialize_embedders() (FunctionDependencies method) serialize_function_groups() (FunctionDependencies method) serialize_functions() (FunctionDependencies method) serialize_intermediate_steps() (IntermediateStepAdapter method) serialize_llms() (FunctionDependencies method) serialize_memory_clients() (FunctionDependencies method) serialize_object_stores() (FunctionDependencies method) serialize_retrievers() (FunctionDependencies method) SerializeMixin (class in nat.observability.mixin.serialize_mixin) serp_api_key_fixture() (in module nat.test.plugin) serp_api_tool() (in module nat.plugins.agno.tools.serp_api_tool) SerpApiToolConfig (class in nat.plugins.agno.tools.serp_api_tool) serperdev_api_key_fixture() (in module nat.test.plugin) serve_workflow() (in module nat.test.utils) server (MCPClientBaseConfig attribute) (MCPToolInfo attribute) server_auth (A2AFrontEndConfig attribute) (FastMCPFrontEndConfig attribute) (MCPFrontEndConfig attribute) server_config (ARTBackendConfig attribute) server_label (OpenAIMCPSchemaTool attribute) server_name (MCPBaseClient property) (MCPSSEClient property) (MCPStdioClient property) (MCPStreamableHTTPClient property) server_url (MCPOAuth2ProviderConfig attribute) (OpenAIMCPSchemaTool attribute) ServerToolUseSchema (class in nat.data_models.intermediate_step) service_tier (ChatRequest attribute) (ChatResponse attribute) (ChatResponseChunk attribute) service_token (MCPServiceAccountProviderConfig attribute) ServiceAccountTokenClient (class in nat.plugins.mcp.auth.service_account.token_client) ServiceTokenConfig (class in nat.plugins.mcp.auth.service_account.provider_config) Session (class in nat.runtime.session) session (PerUserResourceUsage attribute) (S3ObjectStore attribute) session() (JobStore method), [1] (SessionManager method) session_aware_tools (MCPClientConfig attribute) SESSION_COOKIE_NAME (in module nat.runtime.session) session_count (MCPFunctionGroup property) session_id (ResponseATIFTrajectory attribute) (SubagentTrajectoryRef attribute), [1] (Trajectory attribute), [1] session_idle_timeout (MCPClientConfig attribute) session_limit (MCPFunctionGroup property) session_manager (NATWorkflowAgentExecutor attribute) (Session property) SessionData (class in nat.plugins.mcp.client.client_impl) SessionManager (class in nat.runtime.session) set() (AsyncDictionary method) (DynamoPrefixContext class method) (ModelCache method) set_attribute() (DummySpan method) (OtelSpan method) (Span method) set_attributes() (OtelSpan method) set_call_stack (WeaveEvaluationCallback attribute) set_completed() (ExecutionStore method) set_configuration_directory() (Settings method) set_conversation_handler() (FastApiFrontEndPluginWorker method) set_cors_config() (FastApiFrontEndPluginWorkerBase method) set_default_context() (Span class method) set_description() (MCPToolClient method) set_done_callback() (BatchingProcessor method) (CallbackProcessor method) set_execution_context() (HTTPAuthenticationFlowHandler static method) set_failed() (ExecutionStore method) set_filter_fn() (FunctionGroup method) set_flow_handler() (WebSocketMessageHandler method) set_framework_profiler_handler() (in module nat.plugins.profiler.decorators.framework_wrapper) set_instance_name() (FunctionGroup method) set_interaction_required() (ExecutionStore method) set_metadata_from_http_request() (SessionManager method) set_metadata_from_websocket() (SessionManager method) set_oauth_required() (ExecutionStore method) set_output() (ActiveFunctionContextManager method) set_override() (LayeredConfig method) set_per_function_filter_fn() (FunctionGroup method) set_pipeline_type() (StrategyBase method) set_prompt_param_names() (LangSmithOptimizationCallback method) (OptimizerCallbackManager method) set_redaction_result() (RedactionManager method) set_resource() (OtelSpan method) set_running() (ExecutionStore method) set_secret_from_env() (in module nat.data_models.common) set_status() (OtelSpan method) set_strict() (AsyncDictionary method) set_tracer_provider() (DummyTrace static method) set_user_auth_callback() (MCPBaseClient method) set_workflow() (Builder method) (ChildBuilder method) (MockBuilder method) (PerUserWorkflowBuilder method) (WorkflowBuilder method) SetBatchFilterProcessor (class in nat.observability.processor.falsy_batch_filter_processor) Settings (class in nat.settings.global_settings) setup_logging() (in module nat.cli.entrypoint) (in module nat.utils.log_utils) setup_output_directory() (RedTeamingRunner method), [1] setup_reps() (DatasetHandler method) setup_vanna_db_connection() (in module nat.plugins.vanna.db_utils) setup_worker() (in module nat.front_ends.fastapi.async_jobs) (in module nat.front_ends.fastapi.async_jobs.async_job) sft_loss_weight (DPOSpecificHyperparameters attribute), [1], [2] sglang_gen_throughput (DynamoMetricsResult attribute) sglang_queue_depth (DynamoMetricsResult attribute) sglang_running_requests (DynamoMetricsResult attribute) sglang_utilization (DynamoMetricsResult attribute) shape (DataFrameInfo attribute) shaped_rewards (Trajectory attribute) shared_builder (SessionManager property) should_inject_feedback() (in module nat.plugins.config_optimizer.prompts.oracle_feedback) should_redact() (ContextualRedactionProcessor method) (RedactionProcessor method) should_refuse (ContentAnalysisResult attribute) (OutputVerificationResult attribute) (PreToolVerificationResult attribute) shutdown() (BatchingProcessor method) (DummyBatchSpanProcessor static method) (DummySpanExporter static method) (SessionManager method) shutdown_timeout (BatchConfigMixin attribute) similarity_score (MemoryItem attribute) similarity_threshold (CacheMiddlewareConfig attribute) SIMPLE_DPI (PlotConfig attribute) SIMPLE_FIGSIZE (PlotConfig attribute) SIMPLE_LINEWIDTH (PlotConfig attribute) SimpleBottleneckReport (class in nat.plugins.profiler.inference_optimization.data_models) SimpleFrontEndPluginBase (class in nat.front_ends.simple_base.simple_front_end_plugin_base) SimpleMetricsHolder (class in nat.plugins.profiler.profile_runner) SimpleOperationStats (class in nat.plugins.profiler.inference_optimization.data_models) since (GithubGetIssueModel attribute) SINGLE (_ChatEndpointType attribute) (_GenerateEndpointType attribute) single_fn (FunctionInfo attribute) single_output_class (FunctionBase property) single_output_schema (FunctionBase property) (FunctionInfo attribute) (FunctionMiddlewareContext attribute), [1] 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_command() (in module nat.plugins.profiler.cli.commands) (in module nat.plugins.profiler.cli.sizing)

sizing_metrics (CalcData attribute) SizingMetricPerItem (class in nat.plugins.profiler.calc.data_models) SizingMetrics (class in nat.plugins.profiler.calc.data_models) SizingMetricsAlerts (class in nat.plugins.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.plugins.langchain.agent.rewoo_agent.prompt) SOLVER_USER_PROMPT (in module nat.plugins.langchain.agent.rewoo_agent.prompt) sort_ascending (CurriculumLearningConfig attribute) source (ContentPart attribute), [1] (EnvConfigValue property) (ResponseATIFStep attribute) (Step attribute), [1] (TraceContainer attribute) source_branch (GithubCreatePullModel attribute) source_call_id (ObservationResult attribute), [1] SourceResult (class in nat.tool.nvidia_rag) Span (class in nat.data_models.span) SPAN (IntermediateStepCategory attribute) (SpanKind attribute) span (TraceContainer attribute) SPAN_CHUNK (IntermediateStepType attribute) SPAN_END (IntermediateStepType attribute) span_end_time (LLMCallContext attribute) span_event_timestamp (IntermediateStep property) (IntermediateStepPayload attribute) SPAN_EVENT_TYPE_TO_SPAN_KIND_MAP (in module nat.plugins.opentelemetry.span_converter) span_id (OtelSpan property) (SpanContext attribute) span_inputs (TraceMetadata attribute) span_outputs (TraceMetadata attribute) SPAN_START (IntermediateStepType attribute) span_start_time (LLMCallContext attribute) span_to_dfw_record() (in module observability.processor.trace_conversion) (in module observability.processor.trace_conversion.span_to_dfw) SpanAttributes (class in nat.data_models.span) SpanContext (class in nat.data_models.span) SpanEvent (class in nat.data_models.span) SpanExporter (class in nat.observability.exporter.span_exporter) SpanHeaderRedactionProcessor (class in nat.observability.processor.redaction) (class in nat.observability.processor.redaction.span_header_redaction_processor) SpanKind (class in nat.data_models.span) SpanStatus (class in nat.data_models.span) SpanStatusCode (class in nat.data_models.span) SpanTaggingProcessor (class in nat.observability.processor.span_tagging_processor) SpanToDFWRecordProcessor (class in observability.processor) (class in observability.processor.dfw_record_processor) SpanToOtelProcessor (class in nat.plugins.opentelemetry.otel_span_exporter) spike_intervals (ConcurrencyAnalysisResult attribute) spike_threshold (ConcurrencyAnalysisResult attribute) (ConcurrencySpikeConfig attribute) split (EvalDatasetLangSmithConfig attribute) sql (Text2SQLOutput attribute) sql_collection (Text2SQLConfig attribute) sql_query (ExecuteDBQueryInput attribute) (ExecuteDBQueryOutput attribute) SSL (MCPErrorCategory attribute) SSLVerificationMixin (class in nat.data_models.ssl_verification_mixin) stage_type() (BestOfNSelector method) (IterativePlanRefinementEditor method) (LLMAsAJudgeEditor method) (LLMBasedAgentOutputSelector method) (LLMBasedAgentScorer method) (LLMBasedOutputMergingSelector method) (LLMBasedPlanScorer method) (LLMBasedPlanSelector method) (LLMJudgeSelection method) (MotivationAwareScorer method) (MotivationAwareSummarization method) (MultiLLMGeneration 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_cmd (in module nat.cli.entrypoint) start_command() (in module nat.cli.commands.start) start_non_streaming() (HTTPInteractiveRunner method) start_run() (ARTTrajectoryBuilder method) (DPOTrajectoryBuilder method), [1], [2] (TrajectoryBuilder method), [1], [2] start_server() (_FastApiFrontEndController method) start_span() (DummyTracer method) start_time (_SiblingSpan attribute) (CallNode attribute) (ConcurrencySpikeInfo attribute) (NodeMetrics attribute) (OtelSpan property) (PrefixCallNode attribute) (Span attribute) start_timestamp (AtifInvocationInfo attribute), [1] start_trace() (LlamaIndexProfilerHandler method) start_ts (_CallTiming attribute) StartCommandGroup (class in nat.cli.commands.start) started_at (UserInteraction attribute) state (GithubGetIssueModel attribute) (GithubGetPullsModel attribute) (GithubUpdateIssueModel attribute) state_reason (GithubUpdateIssueModel attribute) static_full_type() (TypedBaseModel class method) static_type() (TypedBaseModel class method) stats (SimpleBottleneckReport attribute) STATS_BOX_ALPHA (PlotConfig attribute) STATS_BOX_COLOR (PlotConfig attribute) STATS_BOX_PAD (PlotConfig attribute) STATS_FONTSIZE (PlotConfig attribute) STATS_X_POS (PlotConfig attribute) STATS_Y_POS (PlotConfig attribute) status (AtifInvocationInfo attribute), [1] (BaseAsyncResponse attribute) (BaseAsyncStatusResponse attribute) (DiscoveryMetadata attribute) (ExecutionAcceptedInteraction attribute) (ExecutionAcceptedOAuth attribute) (ExecutionCompletedStatus attribute) (ExecutionFailedStatus attribute) (ExecutionInteractionRequiredStatus attribute) (ExecutionOAuthRequiredStatus attribute) (ExecutionRecord attribute) (ExecutionRunningStatus attribute) (InteractionBase attribute) (JobInfo attribute), [1] (MCPPingResult attribute) (OtelSpan property) (PublishResponse attribute) (PullResponse attribute) (RemoveResponse attribute) (SearchResponse attribute) (Span attribute) (StatusMessage attribute) (TrainingJobStatus attribute) (WebSocketAuthResponseMessage attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) status() (ARTTrainerAdapter method) (in module nat.tool.code_execution.local_sandbox.local_sandbox_server) (NeMoCustomizerTrainerAdapter method), [1], [2] (TrainerAdapter method), [1], [2] status_url (_ExecutionAcceptedBase attribute) StatusEnum (class in nat.registry_handlers.schemas.status) StatusMessage (class in nat.registry_handlers.schemas.status) StatusPayload (class in nat.plugins.vanna.execute_db_query) (class in nat.plugins.vanna.text2sql) stderr (CodeExecutionResult attribute) stdout (CodeExecutionResult attribute) Step (class in nat.atif) (class in nat.atif.step) step (SearchSpace attribute) step_adaptor (FastApiFrontEndConfig attribute) step_id (OpenStep attribute) (ResponseATIFStep attribute) (Step attribute), [1] step_manager (ADKProfilerHandler attribute) (AgnoProfilerHandler attribute) (AutoGenProfilerHandler attribute) (CrewAIProfilerHandler attribute) (LangchainProfilerHandler attribute) (LlamaIndexProfilerHandler attribute) (SemanticKernelProfilerHandler attribute) step_name (OpenStep attribute) step_parent_id (OpenStep attribute) step_type (OpenStep attribute) StepAdaptor (class in nat.front_ends.fastapi.step_adaptor) StepAdaptorConfig (class in nat.data_models.step_adaptor) StepAdaptorMode (class in nat.data_models.step_adaptor) steps (ReWOOGraphState attribute) (Trajectory attribute), [1] STOP (FinishReason attribute) (LLMFinishReason attribute) stop() (BaseExporter method) (Exporter method) (ExporterManager method) stop_event (SessionData attribute) stop_server() (_FastApiFrontEndController method) store (_OAuthExecutionContext attribute) store() (InMemoryTokenStorage method) (ObjectStoreTests method) (ObjectStoreTokenStorage method) (TokenStorageBase method) STORE_CONFIGS (in module nat.cli.commands.object_store.object_store) STRANDS (LLMFrameworkEnum attribute) strands_tool_wrapper() (in module nat.plugins.strands.tool_wrapper) StrandsProfilerHandler (class in nat.plugins.strands.callback_handler) StrandsToolInstrumentationHook (class in nat.plugins.strands.callback_handler) StrategyBase (class in nat.experimental.test_time_compute.models.strategy_base) stream (ChatRequest attribute) stream() (NATFunctionAgentTool method) stream_fn (FunctionInfo attribute) stream_options (ChatRequest attribute) stream_output_schema (FunctionInfo attribute) (FunctionMiddlewareContext attribute), [1] stream_output_type (FunctionInfo attribute) stream_queue (_OAuthExecutionContext attribute) StreamCallableT (in module nat.builder.function_info) StreamEventData (class in nat.data_models.intermediate_step) STREAMING (_ChatEndpointType attribute) (_GenerateEndpointType attribute) streaming (A2ACapabilitiesConfig attribute) (A2AClientConfig attribute) Streaming (class in nat.data_models.streaming) streaming_constant_function() (in module nat.test.functions) streaming_function() (in module nat.test.functions) streaming_generator() (HTTPInteractiveRunner method) streaming_generator_raw() (HTTPInteractiveRunner method) streaming_output_class (FunctionBase property) streaming_output_schema (FunctionBase property) streaming_output_type (FunctionBase property) StreamingConstantFunctionConfig (class in nat.test.functions) StreamingEchoFunctionConfig (class in nat.test.functions) StreamingOutputT (in module nat.builder.function_base) StreamInteractionEvent (class in nat.data_models.interactive_http) StreamOAuthEvent (class in nat.data_models.interactive_http) strict (ToolParameters attribute) StrPath (in module nat.utils.type_utils) structure (EvalDatasetBaseConfig attribute) subagent_trajectory_ref (ObservationResult attribute), [1] SubagentTrajectoryRef (class in nat.atif) (class in nat.atif.subagent_trajectory_ref) subclass_depth() (in module nat.data_models.common) Subject (class in nat.utils.reactive.subject) subject (JwtUserInfo attribute) (TokenValidationResult attribute) SubjectBase (class in nat.utils.reactive.base.subject_base) submit() (ARTTrainerAdapter method) (NeMoCustomizerTrainerAdapter method), [1], [2] (TrainerAdapter method), [1], [2] submit_job() (JobStore method), [1] submit_prompt() (VannaLangChainLLM method) SUBMITTED (JobStatus attribute), [1] subscribe() (IntermediateStepManager method) (Observable method) (ObservableBase method) (SubjectBase method) Subscription (class in nat.utils.reactive.subscription) subtree_time (NodeMetrics attribute) SUCCESS (AuthMessageStatus attribute) (DiscoveryStatusEnum attribute) success (EvaluateItemResponse attribute) (ExecuteDBQueryOutput attribute) SUCCESS (JobStatus attribute), [1] (StatusEnum attribute) successful_requests (LangchainProfilerHandler attribute) suggest() (SearchSpace method) suggestions (MCPError attribute) summarize() (MemoryManager method) summary (SimpleBottleneckReport attribute) supported (GatedFieldMixinConfig attribute) supported_pipeline_types() (BestOfNSelector method) (IterativePlanRefinementEditor method) (LLMAsAJudgeEditor method) (LLMBasedAgentOutputSelector method) (LLMBasedAgentScorer method) (LLMBasedOutputMergingSelector method) (LLMBasedPlanScorer method) (LLMBasedPlanSelector method) (LLMJudgeSelection method) (MotivationAwareScorer method) (MotivationAwareSummarization method) (MultiLLMGeneration method) (MultiLLMPlanner method) (MultiQueryRetrievalSearch method) (SingleShotMultiPlanPlanner method) (StrategyBase method) (ThresholdSelector method) SupportedDatabase (class in nat.plugins.vanna.db_utils) suppress_logs() (in module nat.utils.io.supress_logs) SWEBenchInput (class in nat.data_models.swe_bench_model) SWEBenchOutput (class in nat.data_models.swe_bench_model) sync_builder (Builder property) (ChildBuilder property) (MockBuilder property) (PerUserWorkflowBuilder property) (WorkflowBuilder property) sync_sleep() (_ResponseChooser method) SyncBuilder (class in nat.builder.sync_builder) SYSTEM (EpisodeItemRole attribute) system (LangSmithJudgeConfig attribute) SYSTEM (UserMessageContentRoleType attribute) system_fingerprint (ChatResponse attribute) (ChatResponseChunk attribute) system_instructions (PreToolVerifierMiddlewareConfig attribute) SYSTEM_INTERACTION_MESSAGE (WebSocketMessageType attribute) system_message() (VannaLangChainLLM method) system_objective (PromptOptimizerConfig attribute) (PromptRecombinerConfig attribute) system_prompt (BaseThinkingInjector attribute) (ChatCompletionConfig attribute) SYSTEM_PROMPT (in module nat.plugins.langchain.agent.react_agent.prompt) (in module nat.plugins.langchain.control_flow.router_agent.prompt) system_prompt (ReActAgentWorkflowConfig attribute) (RouterAgentWorkflowConfig attribute) (ToolCallAgentWorkflowConfig attribute) SystemIntermediateStepContent (class in nat.data_models.api_server) SystemMessage (class in observability.schema.sink.elasticsearch.dfw_es_record) SystemResponseContent (class in nat.data_models.api_server)

T

T (in module nat.data_models.optimizable) (in module nat.observability.processor.batching_processor) (in module nat.utils.exception_handlers.automatic_retries) (in module nat.utils.reactive.base.subject_base) (in module nat.utils.reactive.subject) (in module observability.schema.schema_registry) TagMappingT (in module nat.observability.mixin.tagging_config_mixin) tags (BaseTaggingConfigMixin attribute) (IntermediateStep property) (IntermediateStepPayload attribute) (MemoryItem attribute) (RedTeamingScenario attribute), [1] (SpanTaggingProcessor attribute) target (BaseOptimizerConfig attribute) target_branch (GithubCreatePullModel attribute) target_field (DefenseMiddlewareConfig attribute) (RedTeamingMiddlewareConfig attribute) target_field_resolution_strategy (DefenseMiddlewareConfig attribute) (RedTeamingMiddlewareConfig attribute) target_function_or_group (DefenseMiddlewareConfig attribute) (RedTeamingMiddlewareConfig attribute) target_functions (FinetuneConfig attribute) target_llm_latency (CalcRunner property) target_llm_latency_p95 (CalcRunnerConfig attribute) target_location (DefenseMiddlewareConfig attribute) (PreToolVerifierMiddlewareConfig attribute) (RedTeamingMiddlewareConfig attribute) target_model (FinetuneConfig attribute) target_users (CalcRunner property) (CalcRunnerConfig attribute) target_wf_runtime (CalcRunner property) target_workflow_runtime_p95 (CalcRunnerConfig attribute) TargetLocation (class in nat.middleware.common) task (ExecutionRecord attribute) TASK (IntermediateStepCategory attribute) task (ReWOOGraphState attribute) TASK (SpanKind attribute) task_description (ToolUseInputSchema attribute) TASK_END (IntermediateStepType attribute) task_id (CancelTaskInput attribute) (GetTaskInput attribute) (SendMessageInput attribute) TASK_START (IntermediateStepType attribute) task_timeout (A2AClientConfig attribute) tavily_api_key_fixture() (in module nat.test.plugin) tavily_internet_search() (in module nat.plugins.langchain.tools.tavily_internet_search) TavilyInternetSearchToolConfig (class in nat.plugins.langchain.tools.tavily_internet_search) TeleExporterRegisteredCallableT (in module nat.cli.type_registry) telemetry (GeneralConfig attribute) telemetry_exporters (Workflow attribute) telemetry_optional_import() (in module nat.utils.optional_imports) TelemetryConfig (class in nat.data_models.config) TelemetryExporterBaseConfig (class in nat.data_models.telemetry_exporter) TelemetryExporterBuildCallableT (in module nat.cli.type_registry) TelemetryExporterConfigT (in module nat.data_models.telemetry_exporter) TelemetryOptionalImportError temperature (AWSBedrockModelConfig attribute) (AzureOpenAIModelConfig attribute) (ChatRequest attribute) (ESRequest attribute) (HuggingFaceConfig attribute) (HuggingFaceInferenceLLMConfig attribute) (LiteLlmModelConfig attribute) (NIMModelConfig attribute) (OpenAIModelConfig attribute) test_create_object_store() (ObjectStoreTests method) test_delete_object() (ObjectStoreTests method) test_get_object() (ObjectStoreTests method) test_gpu_count (CalcRunner property) (CalcRunnerConfig attribute) test_llm_adk() (in module nat.test.llm) test_llm_agno() (in module nat.test.llm) test_llm_crewai() (in module nat.test.llm) test_llm_langchain() (in module nat.test.llm) test_llm_llama_index() (in module nat.test.llm) test_llm_provider() (in module nat.test.llm) test_llm_semantic_kernel() (in module nat.test.llm) test_patch (SWEBenchInput attribute) test_put_object() (ObjectStoreTests method) test_tool() (ToolTestRunner method), [1] test_tool_with_builder() (ToolTestRunner method), [1] test_upsert_object() (ObjectStoreTests method) TEXT (ChatContentType attribute) text (ContentPart attribute), [1] (HumanPromptBase attribute) TEXT (HumanPromptModelType attribute) text (HumanResponseNotification attribute) (HumanResponseText attribute) TEXT (MimeTypes attribute), [1] text (SystemResponseContent attribute) (TextContent attribute) text2sql() (in module nat.plugins.vanna.text2sql) Text2SQLConfig (class in nat.plugins.vanna.text2sql) Text2SQLOutput (class in nat.plugins.vanna.text2sql) TextContent (class in nat.data_models.api_server) textual_report (ConcurrencyAnalysisResult attribute) (NestedCallProfilingResult attribute) (PrefixSpanSubworkflowResult attribute) thinking (ThinkingMixin attribute) thinking_system_prompt (ThinkingMixin property) ThinkingMixin (class in nat.data_models.thinking_mixin) thompson_requests_rate (DynamoMetricsResult attribute) thompson_routing_decisions_rate (DynamoMetricsResult attribute) thread_id (InteractionBase attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) threat_detected (OutputVerificationResult attribute) threshold (OutputVerifierMiddlewareConfig attribute) (PreToolVerifierMiddlewareConfig attribute) (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) time_to_next_ms (LLMCallContext attribute) timeline_segments (ConcurrencyDistribution attribute) timeout (BearerTokenValidator attribute) TIMEOUT (CodeExecutionStatus attribute) timeout (CodeExecutionToolConfig attribute) (GithubFilesGroupConfig attribute) (GithubGroupConfig attribute) (HuggingFaceEmbedderConfig attribute) (HuggingFaceInferenceLLMConfig attribute) (HumanPromptBase attribute) TIMEOUT (MCPErrorCategory attribute) timeout (MemMachineMemoryClientConfig attribute) (MilvusDocumentSearchToolConfig attribute) (NemoRetriever attribute) (NemoRetrieverConfig attribute) (NVIDIARAGToolConfig attribute) (PhoenixTelemetryExporter attribute) (TimeoutMiddlewareConfig attribute) (ZepMemoryClientConfig attribute) timeout_message (TimeoutMiddlewareConfig attribute) timeout_middleware() (in module nat.middleware.timeout.register) TimeoutMiddleware (class in nat.middleware.timeout.timeout_middleware) TimeoutMiddlewareConfig (class in nat.middleware.timeout.timeout_middleware_config) timestamp (DFWESRecord attribute), [1] (InteractionBase attribute) (PerUserMonitorResponse attribute) (ResponseATIFStep attribute) (SpanEvent attribute) (Step attribute), [1] (WebSocketAuthMessage attribute) (WebSocketAuthResponseMessage attribute) (WebSocketObservabilityTraceMessage attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) title (GithubCreateIssueModel attribute) (GithubCreatePullModel attribute) (GithubUpdateIssueModel attribute) TITLE_FONTSIZE (PlotConfig attribute) TITLE_FONTWEIGHT (PlotConfig attribute) title_prefix (ParetoVisualizer attribute) to_dataframe() (QueryResult method) to_dict() (CommonPrefixesOutput method) (LLMUniquenessMetricsByLLM method) (RequestAttributes method) to_document() (BaseRagResult method) to_grid_values() (SearchSpace method) to_json() (OtelSpan method) to_json_dict() (Trajectory method), [1] to_langchain_msgs() (in module nat.plugins.vanna.vanna_utils) to_optimization_score() (DynamoCoreMetrics method) to_records() (QueryResult method) token (ApiKeyAuthPayload attribute) (BearerTokenCred attribute) (JwtAuthPayload attribute) (PypiRegistryHandlerConfig attribute) (RestRegistryHandlerConfig attribute) (ServiceTokenConfig attribute) token_cache_buffer_seconds (MCPServiceAccountProviderConfig attribute) (ServiceAccountTokenClient attribute) token_endpoint_auth_method (MCPOAuth2ProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) token_expires_at (AuthResult attribute) (ServiceAccountTokenClient property) token_increment (TruncationRetryConfig attribute) token_scaling (TruncationRetryConfig attribute) token_storage_object_store (MCPOAuth2ProviderConfig attribute) token_throughput (DynamoMetricsResult attribute) token_type (TokenValidationResult attribute) token_uniqueness (InferenceOptimizationHolder attribute) token_uniqueness_forecast (ProfilerConfig attribute) token_url (_FlowState attribute) (MCPServiceAccountProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) (OAuth2Endpoints attribute) (ServiceAccountTokenClient attribute) token_usage (IntermediatePropertyAdaptor property) (UsageInfo attribute) token_usage_forecast (ProfilerConfig attribute) tokenizer (ModelCacheEntry attribute) TokenStorageBase (class in nat.authentication.token_storage) TokenUsageBaseModel (class in nat.data_models.token_usage) TokenValidationResult (class in nat.data_models.authentication) toml_dependencies (WheelData attribute) toml_nat_packages (WheelData attribute) toml_project (WheelData attribute) TOOL (AgentDecision attribute) (EpisodeItemRole attribute) (IntermediateStepCategory attribute) tool (PatchedClients attribute) (ReWOOEvidence attribute) TOOL (SpanKind attribute) tool_ancestry (AtifStepExtra attribute), [1] tool_call_id (OpenAIMessage attribute) (ToolCall attribute), [1] (ToolMessage attribute) TOOL_CALL_LOG_MESSAGE (in module nat.plugins.langchain.agent.base) tool_call_max_retries (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute) (ReWOOAgentGraph attribute) (ReWOOAgentWorkflowConfig attribute) tool_call_timeout (MCPClientBaseConfig attribute) tool_caller (ToolCallAgentGraph attribute) tool_calling_agent_workflow() (in module nat.plugins.langchain.agent.tool_calling_agent.register) tool_calls (AssistantMessage attribute) (ChoiceDelta attribute) TOOL_CALLS (FinishReason attribute) (LLMFinishReason attribute) tool_calls (ResponseATIFStep attribute) (ResponseMessage attribute) (Step attribute), [1] tool_choice (ChatRequest attribute) tool_conditional_edge() (ToolCallAgentGraph method) tool_definitions (Agent attribute), [1] tool_description (OutputVerifierMiddlewareConfig attribute) (TTCToolWrapperFunctionConfig attribute) TOOL_END (IntermediateStepType attribute) tool_execution_config (SequentialExecutorConfig attribute) tool_info (TraceMetadata attribute) tool_input (IntermediatePropertyAdaptor property) (ReWOOEvidence attribute) tool_inputs (TraceMetadata attribute) tool_invocations (AtifStepExtra attribute), [1] tool_list (ParallelExecutorConfig attribute) (SequentialExecutorConfig attribute) tool_name (DataFrameRow attribute) (IntermediatePropertyAdaptor property) (NATFunctionAgentTool property) (ToolUseInputSchema attribute) tool_names (FastMCPFrontEndConfig attribute) (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.plugins.langchain.agent.base) tool_output (IntermediatePropertyAdaptor property) tool_outputs (ConcurrencyCallNode attribute) (TraceMetadata attribute) tool_overrides (MCPClientBaseConfig attribute) tool_responses (ReActGraphState attribute) tool_spec (NATFunctionAgentTool property) TOOL_START (IntermediateStepType attribute) tool_type (NATFunctionAgentTool property) TOOL_USE (PipelineTypeEnum attribute) TOOL_WRAPPER (ComponentEnum attribute) ToolCall (class in nat.atif) (class in nat.atif.tool_call) (class in observability.schema.sink.elasticsearch.dfw_es_record) ToolCallAgentGraph (class in nat.plugins.langchain.agent.tool_calling_agent.agent) ToolCallAgentGraphState (class in nat.plugins.langchain.agent.tool_calling_agent.agent) ToolCallAgentWorkflowConfig (class in nat.plugins.langchain.agent.tool_calling_agent.register) ToolDetails (class in nat.data_models.intermediate_step) ToolExecutionConfig (class in nat.plugins.langchain.control_flow.sequential_executor) ToolMessage (class in observability.schema.sink.elasticsearch.dfw_es_record) ToolParameters (class in nat.data_models.intermediate_step) tools (BaseAgent attribute) (ChatRequest attribute) (ESRequest attribute) (ToolUselist attribute) tools_dict (ReActAgentGraph attribute) (ReWOOAgentGraph attribute) tools_schema (OpenAIMetadata attribute) (TraceMetadata attribute) ToolSchema (class in nat.data_models.intermediate_step) ToolTestRunner (class in nat.test) (class in nat.test.tool_test_runner) 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 (HuggingFaceInferenceLLMConfig attribute) (MilvusDocumentSearchToolConfig attribute) (MilvusRetrieverConfig attribute) (NemoRetrieverConfig attribute) (NVIDIARAGToolConfig attribute) (PrefixSpanConfig attribute) (RetrieverPayload attribute) (SearchMemoryInput attribute) (SearchQuery attribute) top_logprobs (ChatRequest attribute) top_n (MemoryProfiler attribute) top_p (AWSBedrockModelConfig attribute) (AzureOpenAIModelConfig attribute) (ChatRequest attribute) (HuggingFaceInferenceLLMConfig attribute) (LiteLlmModelConfig attribute) (NIMModelConfig attribute) (OpenAIModelConfig attribute) topic (NATRAGConfig attribute) (RetrieverConfig attribute) torch (ModelCacheEntry attribute) torchtune_args (ARTBackendConfig attribute) total_active_users (PerUserMonitorResponse attribute) total_cached_tokens (FinalMetrics attribute), [1] total_calls (FrameworkLLMPrefixData attribute) total_completion_tokens (FinalMetrics attribute), [1] total_cost_usd (FinalMetrics attribute), [1] total_latency_ms (PerUserBuilderInfo attribute) total_prompt_tokens (FinalMetrics attribute), [1] total_requests (PerUserBuilderInfo attribute) (PerUserRequestMetrics attribute) total_runtime (SizingMetrics attribute) (UsageStats attribute) total_steps (FinalMetrics attribute), [1] total_tokens (ConcurrencyCallNode attribute) (DataFrameRow attribute) (EvalResultItem attribute) (LangchainProfilerHandler attribute) (TokenUsageBaseModel attribute) (Usage attribute) (UsageStatsItem attribute) (UsageStatsLLM attribute) tqdm_desc (BaseEvaluator attribute) TqdmPositionRegistry (class in nat.plugins.eval.utils.tqdm_position_registry) trace_id (OtelSpan property) (SpanContext attribute) TraceAdapterRegistry (class in observability.processor) (class in observability.processor.trace_conversion) (class in observability.processor.trace_conversion.trace_adapter_registry) TraceContainer (class in observability.schema.trace_container) TraceMetadata (class in nat.data_models.intermediate_step) tracer_type (CatalystTelemetryExporter attribute) TraceSourceBase (class in observability.schema.trace_source_base) TRACING (ComponentEnum attribute) tracing (TelemetryConfig attribute) track_function() (in module nat.plugins.profiler.decorators.function_tracking) track_unregistered_function() (in module nat.plugins.profiler.decorators.function_tracking) train() (ModelTrainer method) train_on_startup (Text2SQLConfig attribute) train_vanna() (in module nat.plugins.vanna.vanna_utils) Trainer (class in nat.finetuning) (class in nat.finetuning.interfaces) (class in nat.finetuning.interfaces.finetuning_runner) TRAINER (ComponentEnum attribute) trainer (FinetuneConfig attribute) TRAINER_ADAPTER (ComponentEnum attribute) trainer_adapter (FinetuneConfig attribute) (Trainer attribute), [1], [2] TRAINER_ADAPTERS (ComponentGroup attribute) trainer_adapters (Config attribute) trainer_config (ARTTrainer attribute) (NeMoCustomizerTrainer attribute), [1] (Trainer attribute), [1], [2] TrainerAdapter (class in nat.finetuning) (class in nat.finetuning.interfaces) (class in nat.finetuning.interfaces.trainer_adapter) TrainerAdapterBuildCallableT (in module nat.cli.type_registry) TrainerAdapterConfig (class in nat.data_models.finetuning) TrainerAdapterConfigT (in module nat.data_models.finetuning) TrainerAdapterRef (class in nat.data_models.component_ref) TrainerAdapterRegisteredCallableT (in module nat.cli.type_registry) TrainerBuildCallableT (in module nat.cli.type_registry) TrainerConfig (class in nat.data_models.finetuning) TrainerConfigT (in module nat.data_models.finetuning) TrainerRef (class in nat.data_models.component_ref) TrainerRegisteredCallableT (in module nat.cli.type_registry) TRAINERS (ComponentGroup attribute) trainers (Config attribute) training (ARTTrainerAdapterConfig attribute) training_jobs (ARTTrainerAdapter property) training_type (NeMoCustomizerHyperparameters attribute), [1], [2] TrainingJobRef (class in nat.data_models.finetuning) TrainingJobStatus (class in nat.data_models.finetuning) TrainingStatusEnum (class in nat.data_models.finetuning) traj_eval_chain (TrajectoryEvaluator attribute) trajectories (TrajectoryCollection attribute) trajectory (AtifEvalSample attribute) Trajectory (class in nat.atif) (class in nat.atif.trajectory) (class in nat.data_models.finetuning) trajectory (EvalInputItem attribute) TRAJECTORY_BUILDER (ComponentEnum attribute) trajectory_builder (FinetuneConfig attribute) (Trainer attribute), [1], [2] trajectory_builder_config (TrajectoryBuilder attribute), [1], [2] TRAJECTORY_BUILDERS (ComponentGroup attribute) trajectory_builders (Config attribute) trajectory_key (DatasetHandler property) (EvalDatasetStructureConfig attribute) trajectory_path (SubagentTrajectoryRef attribute), [1] trajectory_to_user_input() (in module nat.utils.atif_message_utils) TrajectoryBuilder (class in nat.finetuning) (class in nat.finetuning.interfaces) (class in nat.finetuning.interfaces.trajectory_builder) TrajectoryBuilderBuildCallableT (in module nat.cli.type_registry) TrajectoryBuilderConfig (class in nat.data_models.finetuning) TrajectoryBuilderConfigT (in module nat.data_models.finetuning) TrajectoryBuilderRef (class in nat.data_models.component_ref) TrajectoryBuilderRegisteredCallableT (in module nat.cli.type_registry) TrajectoryCollection (class in nat.data_models.finetuning) TrajectoryEvaluator (class in nat.plugins.langchain.eval.trajectory_evaluator) TrajectoryEvaluatorConfig (class in nat.plugins.langchain.eval.trajectory_evaluator) transport (FastMCPFrontEndConfig attribute) (MCPBaseClient property) (MCPFrontEndConfig attribute) (MCPServerConfig attribute) TREND_ALPHA (PlotConfig attribute) TREND_COLOR (PlotConfig attribute) TREND_LINE_POINTS (PlotConfig attribute) TREND_LINESTYLE (PlotConfig attribute) TREND_LINEWIDTH (PlotConfig attribute) trial_number (Individual attribute) (TrialResult attribute) TrialResult (class in optimizer_callbacks) truncate (NIMEmbedderModelConfig attribute) truncate_session_id() (in module nat.plugins.mcp.utils) truncate_string() (in module nat.utils.string_utils) truncated (ExecuteDBQueryOutput attribute) truncation_retry (ToolCallAgentWorkflowConfig attribute) TruncationOption (in module nat.embedder.nim_embedder) TruncationRetryConfig (class in nat.plugins.langchain.agent.tool_calling_agent.register) trust_remote_code (HuggingFaceConfig attribute) (HuggingFaceEmbedderConfig attribute) 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 (IntermediateStepCategory attribute) TTC_END (IntermediateStepType attribute) TTC_START (IntermediateStepType attribute) ttc_step_name (DPOTrajectoryBuilderConfig attribute), [1], [2] TTC_STRATEGIES (ComponentGroup attribute) ttc_strategies (Config attribute) (Workflow attribute) TTC_STRATEGY (ComponentEnum attribute) TTCEventData (class in nat.data_models.intermediate_step) 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) TTCStrategyRegisteredCallableT (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) ttft_p50 (DynamoMetricsResult attribute) ttft_p50_seconds (DynamoCoreMetrics attribute) ttft_p95 (DynamoMetricsResult attribute) ttft_p95_seconds (DynamoCoreMetrics attribute) ttft_p99 (DynamoMetricsResult attribute) ttft_p99_seconds (DynamoCoreMetrics attribute) ttl (RedisObjectStoreClientConfig attribute) TunableRagEvaluator (class in nat.plugins.langchain.eval.tunable_rag_evaluator) TunableRagEvaluatorConfig (class in nat.plugins.langchain.eval.tunable_rag_evaluator) turn_id (CandidateStep attribute) (PreferencePair attribute) (TTCEventData attribute) turn_index (TTCEventData attribute) type (AudioContent attribute) (ChoiceDeltaToolCall attribute) (ContentPart attribute), [1] (DecomposedType attribute) (HumanResponseBinary attribute) (HumanResponseCheckbox attribute) (HumanResponseDropdown attribute) (HumanResponseNotification attribute) (HumanResponseRadio attribute) (HumanResponseText attribute) (ImageContent attribute) (InteractionBase attribute) (OpenAIMCPSchemaTool attribute) (OpenAIMessage attribute) (RequestTool attribute) (ResponseIntermediateStep attribute) (TextContent attribute) (ToolSchema attribute) (TypedBaseModel attribute) (WebSocketAuthMessage attribute) (WebSocketAuthResponseMessage attribute) (WebSocketObservabilityTraceMessage attribute) (WebSocketSystemInteractionMessage attribute) (WebSocketSystemIntermediateStepMessage attribute) (WebSocketSystemResponseTokenMessage attribute) (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) type_ (FunctionParameters attribute) (ToolCall attribute) (ToolParameters attribute) TypeConverter (class in nat.utils.type_converter) TypedBaseModel (class in nat.data_models.common) TypedBaseModelT (in module nat.data_models.common) TypeIntrospectionMixin (class in nat.observability.mixin.type_introspection_mixin) TypeRegistry (class in nat.cli.type_registry)

U

UNDEFINED (ComponentEnum attribute) UNINITIALIZED (RunnerState attribute) uninstall_command() (in module nat.cli.commands.uninstall) uninstall_packages() (in module nat.cli.commands.uninstall) uninstrument() (ADKProfilerHandler method) (AutoGenProfilerHandler method) union_dependencies (WheelData attribute) UNKNOWN (MCPErrorCategory attribute) (SpanKind attribute) UNKNOWN_ERROR (ErrorTypes attribute) UnknownParallelToolsError unregister() (DynamicFunctionMiddleware method) unregister_adapter (in module observability.processor.trace_conversion.trace_adapter_registry) unregister_adapter() (TraceAdapterRegistry class method), [1], [2] unregister_all_adapters (in module observability.processor.trace_conversion.trace_adapter_registry) unregister_all_adapters() (TraceAdapterRegistry class method), [1], [2] unroll_files() (in module nat.tool.code_execution.utils) UNSET (SpanStatusCode attribute) unsubscribe() (Subscription method) unsupported (GatedFieldMixinConfig attribute) update() (in module nat.cli.commands.configure.channel.update) update_channel_interactive() (in module nat.utils.settings.global_settings) update_dependency_graph() (in module nat.builder.component_utils) update_message_id (WebSocketSystemIntermediateStepMessage attribute) update_name() (OtelSpan method) update_settings() (Settings method) update_status() (JobStore method), [1] updated_at (BaseAsyncStatusResponse attribute) (JobInfo attribute), [1] updated_files (GithubCommitCodeModelList attribute) upload_command() (in module nat.cli.commands.object_store.object_store) upload_directory() (OutputUploader method) upload_file() (in module nat.cli.commands.object_store.object_store) upsert_object() (InMemoryObjectStore method) (MySQLObjectStore method) (ObjectStore method) (RedisObjectStore method) (S3ObjectStore method) uri (CodeExecutionToolConfig attribute) (MilvusRetrieverConfig attribute) (NemoRetrieverConfig attribute) url (A2AClientConfig attribute) (ImageUrl attribute) (MCPError attribute) (MCPPingResult attribute) (MCPServerConfig attribute) (MCPSSEClient property) (MCPStreamableHTTPClient property) (Sandbox attribute) url_join() (in module nat.utils.url_utils) url_path (Request attribute) (RequestAttributes property) url_port (Request attribute) (RequestAttributes property) url_scheme (Request attribute) (RequestAttributes property) usage (ChatResponse attribute) (ChatResponseChunk attribute) Usage (class in nat.data_models.api_server) usage (Response attribute) usage_count (SimpleOperationStats attribute) usage_info (IntermediateStep property) (IntermediateStepPayload attribute) usage_stats (EvaluationRun attribute) (EvaluationRunOutput attribute) usage_stats_items (UsageStats attribute) usage_stats_per_llm (UsageStatsItem attribute) UsageInfo (class in nat.data_models.intermediate_step) UsageStats (class in nat.data_models.evaluate_runtime) UsageStatsItem (class in nat.data_models.evaluate_runtime) UsageStatsLLM (class in nat.data_models.evaluate_runtime) use() (ChildBuilder static method)

use_async_client (MilvusRetrieverConfig attribute) use_env (EnvConfigValue property) use_full_message_history (NeMoCustomizerTrainerAdapterConfig attribute), [1], [2] use_gunicorn (FastApiFrontEndConfig attribute) use_native_tool_calling (ReActAgentGraph attribute) (ReActAgentWorkflowConfig attribute) use_openai_api (EchoFunctionConfig attribute) (StreamingEchoFunctionConfig attribute) use_pkce (_FlowState attribute) (MCPOAuth2ProviderConfig attribute) (OAuth2AuthCodeFlowProviderConfig attribute) use_reasoning (LangSmithJudgeConfig attribute) use_streaming (ToolExecutionConfig attribute) use_uvloop (GeneralConfig attribute) user (ChatRequest attribute) User (class in nat.data_models.api_server) USER (EpisodeItemRole attribute) (UserMessageContentRoleType attribute) user (WebSocketUserInteractionResponseMessage attribute) (WebSocketUserMessage attribute) USER_ATTRIBUTION_FIELDS (in module nat.plugins.weave.weave_exporter) user_auth_callback (Context property) (ContextState attribute) USER_AUTH_ERROR (ErrorTypes attribute) user_id (AuthAdapter attribute) (ConsoleFrontEndConfig attribute) (Context property) (ContextState attribute) (DeleteMemoryInput attribute) (EvaluationRunConfig attribute) (MemoryItem attribute) (PerUserMCPFunctionGroup attribute) (PerUserResourceUsage attribute) (PerUserWorkflowBuilder property) (SearchMemoryInput attribute) (Session property) (WebSocketAuthResponseMessage attribute) user_input (EvalOutputItemRagasReasoning attribute) user_input_callback (ContextState attribute) user_interaction_manager (Context property) USER_INTERACTION_MESSAGE (WebSocketMessageType attribute) USER_MESSAGE (WebSocketMessageType attribute) user_message() (VannaLangChainLLM method) user_message_id (Context property) (ContextState attribute) USER_PROMPT (in module nat.plugins.langchain.agent.react_agent.prompt) (in module nat.plugins.langchain.control_flow.router_agent.prompt) user_prompt (RouterAgentWorkflowConfig attribute) UserContent (in module nat.data_models.api_server) UserInfo (class in nat.data_models.user_info) UserInteraction (class in nat.front_ends.fastapi.message_handler) UserInteractionManager (class in nat.builder.user_interaction_manager) UserManager (class in nat.runtime.user_manager) UserMessage (class in observability.schema.sink.elasticsearch.dfw_es_record) UserMessageContent (class in nat.data_models.api_server) UserMessageContentRoleType (class in nat.data_models.api_server) UserMessages (class in nat.data_models.api_server) username (BasicAuthCred attribute) (BasicAuthPayload attribute) (BasicUserInfo attribute) (DFWElasticsearchTelemetryExporter attribute) (MySQLObjectStoreClientConfig attribute) (TokenValidationResult attribute) USERNAME_ENV (MySQLObjectStoreClientConfig attribute) users (PerUserMonitorResponse attribute) uuid (_SiblingSpan attribute) (CallNode attribute) UUID (DataFrameRow attribute) (IntermediateStep property) (IntermediateStepPayload attribute) uuid (NodeMetrics attribute) (PrefixCallNode attribute)

V

V1_0 (ContractVersion attribute), [1] V1_1 (ContractVersion attribute), [1] valid_concurrencies (CalcRunner attribute) VALID_TEMPLATE_FORMATS (LangSmithOptimizationCallback attribute) validate_agent_only_fields() (Step method), [1] validate_and_convert_tools() (in module observability.processor.trace_conversion.adapter.elasticsearch.openai_converter) validate_and_resolve_scenarios() (RedTeamingRunnerConfig method), [1] validate_at_least_one_feedback() (WeaveFeedbackPayload method) validate_auth_config() (MCPOAuth2ProviderConfig method) validate_base_path() (FastMCPFrontEndConfig class method) (MCPFrontEndConfig class method) validate_command() (in module nat.cli.commands.validate) validate_comment_length() (WeaveFeedbackPayload class method) validate_components() (Config class method) (GeneralConfig class method) (Settings class method) (TelemetryConfig class method) validate_config() (CalcRunner method) (DPOTrajectoryBuilderConfig method), [1], [2] (in module nat.cli.cli_utils.validation) (LLMJudgeSelectionConfig class method) (MultiLLMGenerationConfig class method) (NeMoCustomizerTrainerAdapterConfig method), [1], [2] validate_config_file() (EvaluateRequest class method) validate_content_by_type() (WebSocketSystemResponseTokenMessage class method) validate_content_type() (ContentPart method), [1] validate_custom_header_name() (APIKeyAuthProviderConfig class method) validate_custom_header_prefix() (APIKeyAuthProviderConfig class method) validate_custom_scheme_requirements() (APIKeyAuthProviderConfig method) validate_data() (ContextualRedactionProcessor method) (SpanHeaderRedactionProcessor method), [1] validate_data_consistency() (DFWESRecord method), [1] validate_finetuning_enabled() (FinetuneConfig method) validate_full_type() (RegisteredInfo class method) validate_input_type() (TypeIntrospectionMixin method) validate_input_value() (OpenAITraceSourceBase class method) validate_intermediate_steps() (IntermediateStepAdapter method) validate_iterative_strategies() (IterativePlanRefinementConfig method) validate_job_id() (EvaluateRequest class method) validate_llm_endpoints (EvalGeneralConfig attribute) validate_llm_endpoints() (in module nat.plugins.eval.runtime.llm_validator) validate_llms() (MultiQueryRetrievalSearchConfig class method) validate_message() (MessageValidator method) validate_metadata() (OpenAITraceSourceBase class method) validate_metric() (RagasEvaluatorConfig class method) validate_middleware() (in module nat.middleware) (in module nat.middleware.function_middleware) validate_mode() (HuggingFaceEmbedderConfig method) validate_model() (ChatRequestOrMessage method) (MCPServerConfig method) validate_multi_llm_strategies() (MultiLLMPlanConfig class method) validate_no_responses_api() (in module nat.utils.responses_api) validate_options() (HumanPromptBinary class method) validate_output_type() (TypeIntrospectionMixin method) validate_path() (LayeredConfig method) validate_per_user_function_schema_declaration() (RegisteredFunctionInfo method) validate_percentiles() (CurriculumLearningConfig method) validate_planner_prompt() (ReWOOAgentGraph static method) validate_property_limit() (FunctionParameters class method) validate_raw_key() (APIKeyAuthProviderConfig class method) validate_raw_key_after() (APIKeyAuthProviderConfig class method) validate_schema() (in module nat.utils.data_models.schema_validator) validate_scopes() (MCPServiceAccountProviderConfig class method) validate_scoring_llm() (MotivationAwareScoringConfig method) validate_search_space_parameters() (SearchSpace method) validate_security_configuration() (A2AFrontEndConfig method) (MCPFrontEndConfig method) validate_since() (GithubGetIssueModel class method) validate_solver_prompt() (ReWOOAgentGraph static method) validate_source_via_union() (TraceContainer class method) validate_step_ids() (Trajectory method), [1]

validate_strategies() (LLMAsAJudgeEditorConfig method) (LLMBasedAgentOutputSelectionConfig class method) (LLMBasedAgentScoringConfig method) (LLMBasedOutputMergingConfig class method) (LLMBasedPlanScoringConfig method) (LLMBasedPlanSelectionConfig class method) (SingleShotMultiPlanConfig class method) validate_system_prompt() (ReActAgentGraph static method) (RouterAgentGraph static method) validate_timestamp() (InteractionBase class method) (Step class method), [1] validate_timestamp_pairing() (AtifInvocationInfo method), [1] validate_token_or_function() (ServiceTokenConfig method) validate_tool_call_references() (Trajectory method), [1] validate_transport_cli_args() (in module nat.plugins.mcp.cli.commands) validate_ttl() (RedisObjectStoreClientConfig class method) validate_url() (in module nat.cli.cli_utils.validation) validate_user_prompt() (RouterAgentGraph static method) validate_workflow_output() (in module nat.test.utils) validate_yaml() (in module nat.utils.data_models.schema_validator) validation_config_file (FinetuneRunConfig attribute) validation_dataset (FinetuneRunConfig attribute) validation_interval (FinetuneRunConfig attribute) VALIDATION_PROMPT (in module nat.plugins.eval.runtime.llm_validator) VALIDATION_TIMEOUT_SECONDS (in module nat.plugins.eval.runtime.llm_validator) validator (OAuth2ValidationMiddleware attribute) value (BinaryHumanPromptOption attribute) (CookieCred attribute) (EnvConfigValue property) (GenerateResponse attribute) (HeaderCred attribute) (MultipleChoiceOption attribute) (QueryCred attribute) values (SearchSpace attribute) values() (AsyncDictionary method) VANNA_ACTIVE_TABLES (in module nat.plugins.vanna.training_db_schema) VANNA_RESPONSE_GUIDELINES (in module nat.plugins.vanna.training_db_schema) VANNA_TRAINING_DDL (in module nat.plugins.vanna.training_db_schema) VANNA_TRAINING_DOCUMENTATION (in module nat.plugins.vanna.training_db_schema) VANNA_TRAINING_EXAMPLES (in module nat.plugins.vanna.training_db_schema) VANNA_TRAINING_PROMPT (in module nat.plugins.vanna.training_db_schema) VannaLangChain (class in nat.plugins.vanna.vanna_utils) VannaLangChainLLM (class in nat.plugins.vanna.vanna_utils) VannaSingleton (class in nat.plugins.vanna.vanna_utils) vector_field (MilvusRetrieverConfig attribute) verbose (AgentBaseConfig attribute) (CodeGenerationTool attribute) (PlanSelectExecuteFunctionConfig attribute) (ResponsesAPIAgentWorkflowConfig attribute) (TTCToolWrapperFunctionConfig attribute) (WeaveTelemetryExporter attribute) verifier (_FlowState attribute) (FlowState attribute) verify() (BearerTokenValidator method) verify_ssl (SSLVerificationMixin attribute) verify_token() (IntrospectionTokenVerifier method) version (A2AFrontEndConfig attribute) (Agent attribute), [1] VERSION (DiscoveryContractFieldsEnum attribute) version (DiscoveryMetadata attribute) (PackageNameVersion attribute) VERSION (SearchFields attribute) version (SearchResponseItem attribute) (SWEBenchInput attribute) VERSION (VisualizeFields attribute) violation_detected (PreToolVerificationResult attribute) violation_types (PreToolVerificationResult attribute) visualize_search_results() (AbstractRegistryHandler static method) VisualizeFields (class in nat.registry_handlers.schemas.search) vlm (RAGPipelineConfig attribute) vlm_to_llm_fallback (RAGPipelineConfig attribute)

W

w_critical (PredictionTrieConfig attribute) (SensitivityConfig attribute) w_fanout (PredictionTrieConfig attribute) (SensitivityConfig attribute) w_parallel (PredictionTrieConfig attribute) (SensitivityConfig attribute) w_position (PredictionTrieConfig attribute) (SensitivityConfig attribute) wait_for_all_export_tasks_local() (EvaluationRun method) wait_for_completion (NeMoCustomizerTrainerConfig attribute), [1] wait_for_tasks() (BaseExporter method) wait_ready() (BaseExporter method) wait_until_complete() (ARTTrainerAdapter method) (NeMoCustomizerTrainerAdapter method), [1], [2] (TrainerAdapter method), [1], [2] walk_optimizables() (in module nat.plugins.config_optimizer.optimizable_utils) wandb_api_key_fixture() (in module nat.test.plugin) weave_client_context (WeaveEvaluationCallback attribute) weave_telemetry_exporter() (in module nat.plugins.weave.register) WeaveEvaluationCallback (class in nat.plugins.weave.weave_eval_callback) WeaveExporter (class in nat.plugins.weave.weave_exporter) WeaveFastAPIPluginWorker (class in nat.plugins.weave.fastapi_plugin_worker) WeaveFeedbackPayload (class in nat.plugins.weave.fastapi_plugin_worker) WeaveFeedbackResponse (class in nat.plugins.weave.fastapi_plugin_worker) WeaveTelemetryExporter (class in nat.plugins.weave.register) websocket_endpoint() (in module nat.front_ends.fastapi.routes.websocket) websocket_path (FastApiFrontEndConfig.EndpointBase attribute) WebSocketAuthenticationFlowHandler (class in nat.front_ends.fastapi.auth_flow_handlers.websocket_flow_handler) WebSocketAuthMessage (class in nat.data_models.api_server) WebSocketAuthResponseMessage (class in nat.data_models.api_server) 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) WebSocketObservabilityTraceMessage (class in nat.data_models.api_server) WebSocketSystemInteractionMessage (class in nat.data_models.api_server) WebSocketSystemIntermediateStepMessage (class in nat.data_models.api_server) WebSocketSystemResponseTokenMessage (class in nat.data_models.api_server) WebSocketUserInteractionResponseMessage (class in nat.data_models.api_server) WebSocketUserMessage (class in nat.data_models.api_server) weight (OptimizerMetric attribute) wf_runtime_fit (FitResults attribute) (LinearFitAnalyzer attribute) WheelData (class in nat.registry_handlers.schemas.package) whl (BuiltArtifact attribute) (PulledPackage attribute) whl_base64 (WheelData attribute) whl_name (PulledPackage attribute) whl_path (Artifact attribute) (PullPackageWhl attribute) (WheelData attribute) whl_version (WheelData attribute) wiki_search() (in module nat.plugins.langchain.tools.wikipedia_search) WikiSearchToolConfig (class in nat.plugins.langchain.tools.wikipedia_search) with_error() (CodeExecutionResponse class method) with_mocked_dependencies() (in module nat.test) (in module nat.test.tool_test_runner) with_mocks() (ToolTestRunner method), [1]

workers (FastApiFrontEndConfig attribute) Workflow (class in nat.builder.workflow) workflow (Config attribute) (FastApiFrontEndConfig attribute) WORKFLOW (IntermediateStepCategory attribute) workflow (PerUserBuilderInfo attribute) (Session property) (SessionManager property) WORKFLOW (SpanKind attribute) workflow_alias (AgentBaseConfig attribute) (EvalGeneralConfig attribute) workflow_command() (in module nat.cli.commands.workflow.workflow) WORKFLOW_COMPONENT_NAME (in module nat.builder.component_utils) workflow_duration_s (LLMCallContext attribute) WORKFLOW_END (IntermediateStepType attribute) workflow_end_timestamp (DynamoMetricsConfig attribute) WORKFLOW_ERROR (ErrorTypes attribute) workflow_functions (WorkflowInventory attribute) workflow_interrupted (EvaluationRun attribute) (EvaluationRunOutput attribute) (SizingMetricsAlerts attribute) workflow_output_file (EvaluationRun attribute) (EvaluationRunOutput attribute) (FileEvalCallback attribute) workflow_output_json (EvalResult attribute) workflow_output_step_filter (EvalOutputConfig attribute) workflow_parent_id (ContextState attribute) workflow_parent_name (ContextState attribute) workflow_run_id (Context property) (ContextState attribute) workflow_run_time_confidence_intervals (SimpleMetricsHolder attribute) workflow_runtime (SizingMetricPerItem attribute) workflow_runtime_forecast (ProfilerConfig attribute) workflow_runtime_metrics (ProfilerResults attribute) workflow_runtime_p95 (SizingMetrics attribute) workflow_runtimes (InferenceOptimizationHolder attribute) WORKFLOW_START (IntermediateStepType attribute) workflow_start_timestamp (DynamoMetricsConfig attribute) workflow_trace_id (Context property) (ContextState attribute) WorkflowBuilder (class in nat.builder.workflow_builder) WorkflowEvalBuilder (class in nat.plugins.eval.runtime.builder) WorkflowEvalBuilderBase (class in nat.builder.workflow_builder) WorkflowInventory (class in nat.middleware.utils.workflow_inventory) WorkflowRuntimeMetrics (class in nat.data_models.evaluate_runtime) WorkflowSchemaType (class in nat.data_models.api_server) workload_id (DFWESRecord attribute), [1] workspace_id (LangsmithTelemetryExporter attribute) worst_items_reasoning (Individual attribute) write() (MemoryWriter method) write_atif_workflow_output (EvalOutputConfig attribute) write_configuration() (EvaluationRun method) write_json_schema() (HashableBaseModel class method) write_output (EvaluationRunConfig attribute) (ProfilerRunner attribute) write_output() (CalcRunner method) (EvaluationRun method) write_tabular_output() (in module nat.plugins.eval.cli.evaluate)

X

X_API_KEY (HeaderAuthScheme attribute)

Y

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

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

Z

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

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