aidputils.agents.toolkit

Submodules

• aidputils.agents.toolkit.agent_helper
  • init_oci_llm()
  • get_client()
  • pre_tool_setup()
  • pre_invoke_setup()
  • post_tool_setup()
  • parse_stream_response()
  • parse_stream_response_for_supervisor()
  • stream_messages()
  • FlowInvokeSetup
    • FlowInvokeSetup.cleanup()
  • setup_tool_invoke()
  • flow_setup()
  • fill_template()
  • fill_template_from_session_vars()
  • create_dynamic_sys_prompt_middleware()
  • create_get_dynamic_messages()
• aidputils.agents.toolkit.agent_name
  • add_inline_agent_name()
  • remove_inline_agent_name()
  • with_agent_name()
• aidputils.agents.toolkit.configs
  • ModelArgs
    • ModelArgs.temperature
    • ModelArgs.max_tokens
    • ModelArgs.frequency_penalty
    • ModelArgs.presence_penalty
    • ModelArgs.top_k
    • ModelArgs.top_p
  • OCIAIConf
    • OCIAIConf.model_id
    • OCIAIConf.model_provider
    • OCIAIConf.model_args
    • OCIAIConf.endpoint
    • OCIAIConf.compartment_id
    • OCIAIConf.auth_type
    • OCIAIConf.auth_profile
    • OCIAIConf.system_prompt
    • OCIAIConf.guardrails_config
  • AIDPToolConf
    • AIDPToolConf.name
    • AIDPToolConf.description
    • AIDPToolConf.tool_class
    • AIDPToolConf.conf
    • AIDPToolConf.params
  • InvokeConfig
    • InvokeConfig.thread_id
    • InvokeConfig.checkpoint_ns
    • InvokeConfig.dh_user_principal
    • InvokeConfig.session_variables
  • LangGraphRunnableConfig
    • LangGraphRunnableConfig.configurable
• aidputils.agents.toolkit.custom_oci_generative_ai
  • OCIUtils
    • OCIUtils.is_pydantic_class()
    • OCIUtils.remove_signature_from_tool_description()
    • OCIUtils.convert_oci_tool_call_to_langchain()
  • Provider
    • Provider.stop_sequence_key
    • Provider.chat_response_to_text()
    • Provider.chat_stream_to_text()
    • Provider.is_chat_stream_end()
    • Provider.chat_generation_info()
    • Provider.chat_stream_generation_info()
    • Provider.chat_tool_calls()
    • Provider.chat_stream_tool_calls()
    • Provider.format_response_tool_calls()
    • Provider.format_stream_tool_calls()
    • Provider.get_role()
    • Provider.messages_to_oci_params()
    • Provider.convert_to_oci_tool()
    • Provider.process_tool_choice()
    • Provider.process_stream_tool_calls()
  • OCIAIMessageChunk
    • OCIAIMessageChunk.init_tool_calls()
  • CohereProvider
    • CohereProvider.stop_sequence_key
    • CohereProvider.chat_response_to_text()
    • CohereProvider.chat_stream_to_text()
    • CohereProvider.is_chat_stream_end()
    • CohereProvider.chat_generation_info()
    • CohereProvider.chat_stream_generation_info()
    • CohereProvider.chat_tool_calls()
    • CohereProvider.chat_stream_tool_calls()
    • CohereProvider.format_response_tool_calls()
    • CohereProvider.format_stream_tool_calls()
    • CohereProvider.get_role()
    • CohereProvider.messages_to_oci_params()
    • CohereProvider.convert_to_oci_tool()
    • CohereProvider.process_tool_choice()
    • CohereProvider.process_stream_tool_calls()
  • GenericProvider
    • GenericProvider.stop_sequence_key
    • GenericProvider.chat_response_to_text()
    • GenericProvider.chat_stream_to_text()
    • GenericProvider.is_chat_stream_end()
    • GenericProvider.chat_generation_info()
    • GenericProvider.chat_stream_generation_info()
    • GenericProvider.chat_tool_calls()
    • GenericProvider.chat_stream_tool_calls()
    • GenericProvider.format_response_tool_calls()
    • GenericProvider.format_stream_tool_calls()
    • GenericProvider.get_role()
    • GenericProvider.messages_to_oci_params()
    • GenericProvider.convert_to_oci_tool()
    • GenericProvider.process_tool_choice()
    • GenericProvider.process_stream_tool_calls()
  • MetaProvider
  • ChatOCIGenAI
    • ChatOCIGenAI.bind_tools()
    • ChatOCIGenAI.with_structured_output()
    • ChatOCIGenAI.emit_usage_data()
• aidputils.agents.toolkit.handoff
  • create_handoff_tool()
  • create_handoff_back_messages()
  • create_forward_message_tool()
• aidputils.agents.toolkit.memory_helper
  • AbstractCheckpointSaver
    • AbstractCheckpointSaver.health()
    • AbstractCheckpointSaver.get_tuple()
    • AbstractCheckpointSaver.list()
    • AbstractCheckpointSaver.put()
    • AbstractCheckpointSaver.put_writes()
    • AbstractCheckpointSaver.delete_thread()
    • AbstractCheckpointSaver.delete()
    • AbstractCheckpointSaver.ahealth()
    • AbstractCheckpointSaver.aget_tuple()
    • AbstractCheckpointSaver.alist()
    • AbstractCheckpointSaver.aput()
    • AbstractCheckpointSaver.aput_writes()
    • AbstractCheckpointSaver.adelete_thread()
    • AbstractCheckpointSaver.adelete()
    • AbstractCheckpointSaver.aclose()
  • InMemoryCheckpointSaver
    • InMemoryCheckpointSaver.health()
    • InMemoryCheckpointSaver.ahealth()
    • InMemoryCheckpointSaver.delete()
    • InMemoryCheckpointSaver.adelete()
    • InMemoryCheckpointSaver.aclose()
  • CheckpointerType
    • CheckpointerType.SYNC
    • CheckpointerType.ASYNC
    • CheckpointerType.IN_MEMORY
  • create_checkpoint_saver()
• aidputils.agents.toolkit.metrics_util
  • MetricUtility
    • MetricUtility.create_counter()
    • MetricUtility.increment_counter()
• aidputils.agents.toolkit.service_metrics_util
  • ServiceMetricUtility
    • ServiceMetricUtility.AIDP_SERVICE_METER_SCOPE
    • ServiceMetricUtility.create_counter()
    • ServiceMetricUtility.increment_counter()
    • ServiceMetricUtility.create_histogram()
    • ServiceMetricUtility.record_histogram()
  • get_service_metrics()
• aidputils.agents.toolkit.supervisor
  • OutputMode
  • read_async_dict_from_stream()
  • read_dict_from_stream()
  • create_supervisor()
• aidputils.agents.toolkit.tool_common
  • error()
  • as_str()
  • sanitize_params()
• aidputils.agents.toolkit.tool_helper
  • create_tool_function()
  • derive_primitive_type()
  • create_langgraph_tool()
  • create_langgraph_custom_tool()
  • create_tool_schema()
  • build_args_schema_from_json_schema()
  • mcp_tool_to_structured_tool()
  • build_mcp_invoker_factory()
  • build_args_schema_from_json_schema_with_overrides()
  • build_structured_tools_from_allowed_mcp_tools()