CtrlExMemFlow.yaml

# Abstract class, should provide more information in subclasses

_target_: flow_modules.aiflows.AbstractBossFlowModule.CtrlExMemFlow.instantiate_from_default_config

name: "AbstractCtrlExMemFlow"
description: "Abstract class of controller-executor flow with mem reading and mem writing"
max_rounds: 30

input_interface:
  - "plan"
  - "memory_files"
  - "goal"
  - "logs"
  
output_interface:
  - "summary"
  - "result"

subflows_config:
  Controller:
    _target_: ??? # controller of the flow, could be a subclass of ChatAtomic flow, see https://huggingface.co/Tachi67/CodeWriterFlowModule/blob/main/CodeWriterCtrlFlow.py
    backend:
      api_infos: ???
      model_name:
        openai: gpt-4
        azure: azure/gpt-4
    # In subclasses, should provide specific command and command args.
# E.g.,
#    commands:
#      wiki_search:
#        description: "Performs a search on Wikipedia."
#        input_args: ["search_term"]

  Executor:
     _target_: aiflows.base_flows.BranchingFlow.instantiate_from_default_config
    # In subclasses, should provide what are the branches of executors
# E.g.,
#    subflows_config:
#      wiki_search:
#        _target_: .WikiSearchAtomicFlow.instantiate_from_default_config

  MemoryWriting:
    _target_: flow_modules.aiflows.MemoryWritingFlowModule.MemoryWritingAtomicFlow.instantiate_from_default_config
    # default input interface is summary & memory_files

  MemoryReading:
    _target_: flow_modules.aiflows.MemoryReadingFlowModule.MemoryReadingAtomicFlow.instantiate_from_default_config
    # should provide the output of MemRead in the CtrlExMem flow e.g. plan, logs, code_library
    # output is then like {"plan":"plan string", "code_library": "function signatures in the code library"}
    # default output interface is code_library

topology:
  - goal: "Select the next action and prepare the input for the executor."
    input_interface:
      _target_: aiflows.interfaces.KeyInterface
      additional_transformations:
        - _target_: aiflows.data_transformations.KeyMatchInput
    flow: Controller
    output_interface: ???
      # In subclasses, should provide name of function name of output processor
      #_target_: Controller.detect_finish_or_continue
    reset: false

  - goal: "Execute the action specified by the Controller."
    input_interface:
      _target_: aiflows.interfaces.KeyInterface
      keys_to_rename:
        command: branch
        command_args: branch_input_data
      keys_to_select: ["branch", "branch_input_data"]
    flow: Executor
    output_interface:
      _target_: aiflows.interfaces.KeyInterface
      # in subclasses, should provide corresponding output interface of branches      
      keys_to_rename:
        branch_output_data.summary: summary
        branch_output_data.result: result
      keys_to_delete: [ "branch_output_data" ]
    reset: false

  - goal: "Write memory to memory files"
    input_interface:
      _target_: aiflows.interfaces.KeyInterface
      additional_transformations:
        - _target_: aiflows.data_transformations.KeyMatchInput
    flow: MemoryWriting
    reset: false

  - goal: "Read memory from memory files (flow_state)"
    input_interface:
      _target_: aiflows.interfaces.KeyInterface
      additional_transformations:
        - _target_: aiflows.data_transformations.KeyMatchInput
    flow: MemoryReading
    reset: false