pocketflow/tests/test_flow_composition.py

136 lines
3.7 KiB
Python

import unittest
import asyncio
import sys
from pathlib import Path
sys.path.append(str(Path(__file__).parent.parent))
from minillmflow import Node, Flow
class NumberNode(Node):
def __init__(self, number):
super().__init__()
self.number = number
def process(self, shared_storage, prep_result):
shared_storage['current'] = self.number
class AddNode(Node):
def __init__(self, number):
super().__init__()
self.number = number
def process(self, shared_storage, prep_result):
shared_storage['current'] += self.number
class MultiplyNode(Node):
def __init__(self, number):
super().__init__()
self.number = number
def process(self, shared_storage, prep_result):
shared_storage['current'] *= self.number
class TestFlowComposition(unittest.TestCase):
def test_flow_as_node(self):
"""
Demonstrates that a Flow can itself be chained like a Node.
We create a flow (f1) that starts with NumberNode(5) -> AddNode(10).
Then we chain f1 >> MultiplyNode(2).
Expected result after running from f1:
start = 5
5 + 10 = 15
15 * 2 = 30
"""
shared_storage = {}
# Inner flow f1
f1 = Flow(start_node=NumberNode(5))
f1 >> AddNode(10)
# Then chain a node after the flow
f1 >> MultiplyNode(2)
# Run from f1
f1.run(shared_storage)
self.assertEqual(shared_storage['current'], 30)
def test_nested_flow(self):
"""
Demonstrates embedding one Flow inside another Flow.
inner_flow: NumberNode(5) -> AddNode(3)
outer_flow: starts with inner_flow -> MultiplyNode(4)
Expected result:
(5 + 3) * 4 = 32
"""
shared_storage = {}
# Define an inner flow
inner_flow = Flow(start_node=NumberNode(5))
inner_flow >> AddNode(3)
# Define an outer flow, whose start node is inner_flow
outer_flow = Flow(start_node=inner_flow)
outer_flow >> MultiplyNode(4)
# Run outer_flow
outer_flow.run(shared_storage)
self.assertEqual(shared_storage['current'], 32) # (5+3)*4=32
def test_flow_chaining_flows(self):
"""
Demonstrates chaining one flow to another flow.
flow1: NumberNode(10) -> AddNode(10) # final shared_storage['current'] = 20
flow2: MultiplyNode(2) # final shared_storage['current'] = 40
flow1 >> flow2 means once flow1 finishes, flow2 starts.
Expected result: (10 + 10) * 2 = 40
"""
shared_storage = {}
# flow1
flow1 = Flow(start_node=NumberNode(10))
flow1 >> AddNode(10)
# flow2
flow2 = Flow(start_node=MultiplyNode(2))
# Chain them: flow1 >> flow2
flow1 >> flow2
# Start running from flow1
flow1.run(shared_storage)
self.assertEqual(shared_storage['current'], 40)
def test_flow_with_parameters(self):
"""
Demonstrates passing parameters into a Flow (and retrieved by a Node).
"""
class ParamNode(Node):
def process(self, shared_storage, prep_result):
# Reads 'level' from the node's (or flow's) parameters
shared_storage['param'] = self.parameters.get('level', 'no param')
shared_storage = {}
# Create a flow with a ParamNode
f = Flow(start_node=ParamNode())
# Set parameters on the flow
f.parameters = {'level': 'Level 1'}
f.run(shared_storage)
self.assertEqual(shared_storage['param'], 'Level 1')
if __name__ == '__main__':
unittest.main()