CF_PlanReflect.yaml

name: "PlanReflect_Flow"
description: |-2
  Given a problem description, generate a plan, reflect on it and improve it until a message suggesting that the code seems correct or a maximum number of rounds is reached.

# ~~~ Input interface specification ~~~
input_interface:
  - "problem_description"
  - "input_description"
  - "output_description"
  - "io_examples_and_explanation"

# ~~~ Output interface specification ~~~
output_interface:
  - "plan"

# ~~~ Flow specification ~~~
max_rounds: 4
early_exit_key: "end_of_interaction"

subflows_config:
  PlanGenerator:
    _target_: .CF_Plan.instantiate_from_default_config
  PlanReflectCritic:
    _target_: .FixedReply_PlanReflect.instantiate_from_default_config

### Topology specification (specifies how the sequence of messages will flow from one of the subflows to another)
topology:
  # ~~~ Code Generator ~~~
  - goal: "Generate/refine a plan."

    ### Input Interface
    input_interface:
      _target_: aiflows.interfaces.KeyInterface
      additional_transformations:
        - _target_: aiflows.data_transformations.KeyMatchInput
      keys_to_rename:
        plan_reflect_message: "query"

    ### Flow Specification
    flow: PlanGenerator

    ### Output Interface
    output_interface:
      _target_: aiflows.interfaces.KeyInterface
      additional_transformations:
        - _target_: aiflows.data_transformations.RegexFirstOccurrenceExtractor
          regex: '(?<=Conceptual solution)([\s\S]*?)(?=\n\n# [A-Z]|\Z)'
          regex_fallback:
            - '(?<=Conceptual solution:)([\s\S]*?)(?=\n\n# [A-Z]|\Z)'
          input_key: "api_output"
          output_key: "plan"
          strip: True
          assert_unique: True
        - _target_: aiflows.data_transformations.EndOfInteraction
          end_of_interaction_string: "Final answer"
          input_key: "api_output"
          output_key: "end_of_interaction"
        - _target_: aiflows.data_transformations.PrintPreviousMessages
      keys_to_select:
        - "plan"
        - "end_of_interaction"

    ### Reset flag
    reset: false

  - goal: "Generate a message that encourages reflection."

    ### Input Interface
    input_interface:
      _target_: aiflows.interfaces.KeyInterface
      additional_transformations:
        - _target_: aiflows.data_transformations.KeyMatchInput

    ### Flow Specification
    flow: PlanReflectCritic

    ### Output Interface
    output_interface:
      _target_: aiflows.interfaces.KeyInterface
      keys_to_rename:
        fixed_reply: "plan_reflect_message"

    ### Reset flag
    reset: true