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from pocketflow import Flow

# Import all node classes from nodes.py

from nodes import (

FetchRepo,

IdentifyAbstractions,

AnalyzeRelationships,

OrderChapters,

WriteChapters,

CombineTutorial

)

def create_tutorial_flow():

"""Creates and returns the codebase tutorial generation flow."""

# Instantiate nodes

fetch_repo = FetchRepo()

identify_abstractions = IdentifyAbstractions(max_retries=5, wait=20)

analyze_relationships = AnalyzeRelationships(max_retries=5, wait=20)

order_chapters = OrderChapters(max_retries=5, wait=20)

write_chapters = WriteChapters(max_retries=5, wait=20) # This is a BatchNode

combine_tutorial = CombineTutorial()

# Connect nodes in sequence based on the design

fetch_repo >> identify_abstractions

identify_abstractions >> analyze_relationships

analyze_relationships >> order_chapters

order_chapters >> write_chapters

write_chapters >> combine_tutorial

# Create the flow starting with FetchRepo

tutorial_flow = Flow(start=fetch_repo)

return tutorial_flow