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crewAI/lib/crewai/tests/test_flow_visualization.py

670 lines
19 KiB
Python

"""Tests for flow visualization and structure building."""
import json
import os
import tempfile
from pathlib import Path
import pytest
from crewai.flow.flow import Flow, and_, listen, or_, router, start
from crewai.flow.visualization import (
build_flow_structure,
visualize_flow_structure,
)
class SimpleFlow(Flow):
"""Simple flow for testing basic visualization."""
@start()
def begin(self):
return "started"
@listen(begin)
def process(self):
return "processed"
class RouterFlow(Flow):
"""Flow with router for testing router visualization."""
@start()
def init(self):
return "initialized"
@router(init)
def decide(self):
if hasattr(self, "state") and self.state.get("path") == "b":
return "path_b"
return "path_a"
@listen("path_a")
def handle_a(self):
return "handled_a"
@listen("path_b")
def handle_b(self):
return "handled_b"
class ComplexFlow(Flow):
"""Complex flow with AND/OR conditions for testing."""
@start()
def start_a(self):
return "a"
@start()
def start_b(self):
return "b"
@listen(and_(start_a, start_b))
def converge_and(self):
return "and_done"
@listen(or_(start_a, start_b))
def converge_or(self):
return "or_done"
@router(converge_and)
def router_decision(self):
return "final_path"
@listen("final_path")
def finalize(self):
return "complete"
def test_build_flow_structure_simple():
"""Test building structure for a simple sequential flow."""
flow = SimpleFlow()
structure = build_flow_structure(flow)
assert structure is not None
assert len(structure["nodes"]) == 2
assert len(structure["edges"]) == 1
node_names = set(structure["nodes"].keys())
assert "begin" in node_names
assert "process" in node_names
assert len(structure["start_methods"]) == 1
assert "begin" in structure["start_methods"]
edge = structure["edges"][0]
assert edge["source"] == "begin"
assert edge["target"] == "process"
assert edge["condition_type"] == "OR"
def test_build_flow_structure_with_router():
"""Test building structure for a flow with router."""
flow = RouterFlow()
structure = build_flow_structure(flow)
assert structure is not None
assert len(structure["nodes"]) == 4
assert len(structure["router_methods"]) == 1
assert "decide" in structure["router_methods"]
router_node = structure["nodes"]["decide"]
assert router_node["type"] == "router"
if "router_paths" in router_node:
assert len(router_node["router_paths"]) >= 1
assert any("path" in path for path in router_node["router_paths"])
router_edges = [edge for edge in structure["edges"] if edge["is_router_path"]]
assert len(router_edges) >= 1
def test_build_flow_structure_with_and_or_conditions():
"""Test building structure for a flow with AND/OR conditions."""
flow = ComplexFlow()
structure = build_flow_structure(flow)
assert structure is not None
and_edges = [
edge
for edge in structure["edges"]
if edge["target"] == "converge_and" and edge["condition_type"] == "AND"
]
assert len(and_edges) == 2
or_edges = [
edge
for edge in structure["edges"]
if edge["target"] == "converge_or" and edge["condition_type"] == "OR"
]
assert len(or_edges) == 2
def test_visualize_flow_structure_creates_html():
"""Test that visualization generates valid HTML file."""
flow = SimpleFlow()
structure = build_flow_structure(flow)
html_file = visualize_flow_structure(structure, "test_flow.html", show=False)
assert os.path.exists(html_file)
with open(html_file, "r", encoding="utf-8") as f:
html_content = f.read()
assert "<!DOCTYPE html>" in html_content
assert "<html" in html_content
assert "CrewAI Flow Visualization" in html_content
assert "network-container" in html_content
assert "drawer" in html_content
assert "nav-controls" in html_content
def test_visualize_flow_structure_creates_assets():
"""Test that visualization creates CSS and JS files."""
flow = SimpleFlow()
structure = build_flow_structure(flow)
html_file = visualize_flow_structure(structure, "test_flow.html", show=False)
html_path = Path(html_file)
css_file = html_path.parent / f"{html_path.stem}_style.css"
js_file = html_path.parent / f"{html_path.stem}_script.js"
assert css_file.exists()
assert js_file.exists()
css_content = css_file.read_text(encoding="utf-8")
assert len(css_content) > 0
assert "body" in css_content or ":root" in css_content
js_content = js_file.read_text(encoding="utf-8")
assert len(js_content) > 0
assert "NetworkManager" in js_content
def test_visualize_flow_structure_json_data():
"""Test that visualization includes valid JSON data in JS file."""
flow = RouterFlow()
structure = build_flow_structure(flow)
html_file = visualize_flow_structure(structure, "test_flow.html", show=False)
html_path = Path(html_file)
js_file = html_path.parent / f"{html_path.stem}_script.js"
js_content = js_file.read_text(encoding="utf-8")
assert "init" in js_content
assert "decide" in js_content
assert "handle_a" in js_content
assert "handle_b" in js_content
assert "router" in js_content.lower()
assert "path_a" in js_content
assert "path_b" in js_content
def test_node_metadata_includes_source_info():
"""Test that nodes include source code and line number information."""
flow = SimpleFlow()
structure = build_flow_structure(flow)
for node_name, node_metadata in structure["nodes"].items():
assert node_metadata["source_code"] is not None
assert len(node_metadata["source_code"]) > 0
assert node_metadata["source_start_line"] is not None
assert node_metadata["source_start_line"] > 0
assert node_metadata["source_file"] is not None
assert node_metadata["source_file"].endswith(".py")
def test_node_metadata_includes_method_signature():
"""Test that nodes include method signature information."""
flow = SimpleFlow()
structure = build_flow_structure(flow)
begin_node = structure["nodes"]["begin"]
assert begin_node["method_signature"] is not None
assert "operationId" in begin_node["method_signature"]
assert begin_node["method_signature"]["operationId"] == "begin"
assert "parameters" in begin_node["method_signature"]
assert "returns" in begin_node["method_signature"]
def test_router_node_has_correct_metadata():
"""Test that router nodes have correct type and paths."""
flow = RouterFlow()
structure = build_flow_structure(flow)
router_node = structure["nodes"]["decide"]
assert router_node["type"] == "router"
assert router_node["is_router"] is True
assert router_node["router_paths"] is not None
assert len(router_node["router_paths"]) == 2
assert "path_a" in router_node["router_paths"]
assert "path_b" in router_node["router_paths"]
def test_listen_node_has_trigger_methods():
"""Test that listen nodes include trigger method information."""
flow = RouterFlow()
structure = build_flow_structure(flow)
handle_a_node = structure["nodes"]["handle_a"]
assert handle_a_node["trigger_methods"] is not None
assert "path_a" in handle_a_node["trigger_methods"]
def test_and_condition_node_metadata():
"""Test that AND condition nodes have correct metadata."""
flow = ComplexFlow()
structure = build_flow_structure(flow)
converge_and_node = structure["nodes"]["converge_and"]
assert converge_and_node["condition_type"] == "AND"
assert converge_and_node["trigger_condition"] is not None
assert converge_and_node["trigger_condition"]["type"] == "AND"
assert len(converge_and_node["trigger_condition"]["conditions"]) == 2
def test_visualization_handles_special_characters():
"""Test that visualization properly handles special characters in method names."""
class SpecialCharFlow(Flow):
@start()
def method_with_underscore(self):
return "test"
@listen(method_with_underscore)
def another_method_123(self):
return "done"
flow = SpecialCharFlow()
structure = build_flow_structure(flow)
assert len(structure["nodes"]) == 2
json_str = json.dumps(structure)
assert json_str is not None
assert "method_with_underscore" in json_str
assert "another_method_123" in json_str
def test_empty_flow_structure():
"""Test building structure for a flow with no methods."""
class EmptyFlow(Flow):
pass
flow = EmptyFlow()
structure = build_flow_structure(flow)
assert structure is not None
assert len(structure["nodes"]) == 0
assert len(structure["edges"]) == 0
assert len(structure["start_methods"]) == 0
def test_topological_path_counting():
"""Test that topological path counting is accurate."""
flow = ComplexFlow()
structure = build_flow_structure(flow)
assert len(structure["nodes"]) > 0
assert len(structure["edges"]) > 0
def test_class_signature_metadata():
"""Test that nodes include class signature information."""
flow = SimpleFlow()
structure = build_flow_structure(flow)
for node_name, node_metadata in structure["nodes"].items():
assert node_metadata["class_name"] is not None
assert node_metadata["class_name"] == "SimpleFlow"
assert node_metadata["class_signature"] is not None
assert "SimpleFlow" in node_metadata["class_signature"]
def test_visualization_plot_method():
"""Test that flow.plot() method works."""
flow = SimpleFlow()
html_file = flow.plot("test_plot.html", show=False)
assert os.path.exists(html_file)
def test_router_paths_to_string_conditions():
"""Test that router paths correctly connect to listeners with string conditions."""
class RouterToStringFlow(Flow):
@start()
def init(self):
return "initialized"
@router(init)
def decide(self):
if hasattr(self, "state") and self.state.get("path") == "b":
return "path_b"
return "path_a"
@listen(or_("path_a", "path_b"))
def handle_either(self):
return "handled"
@listen("path_b")
def handle_b_only(self):
return "handled_b"
flow = RouterToStringFlow()
structure = build_flow_structure(flow)
decide_node = structure["nodes"]["decide"]
assert "path_a" in decide_node["router_paths"]
assert "path_b" in decide_node["router_paths"]
router_edges = [edge for edge in structure["edges"] if edge["is_router_path"]]
assert len(router_edges) == 3
edges_to_handle_either = [
edge for edge in router_edges if edge["target"] == "handle_either"
]
assert len(edges_to_handle_either) == 2
edges_to_handle_b_only = [
edge for edge in router_edges if edge["target"] == "handle_b_only"
]
assert len(edges_to_handle_b_only) == 1
def test_router_paths_not_in_and_conditions():
"""Test that router paths don't create edges to AND-nested conditions."""
class RouterAndConditionFlow(Flow):
@start()
def init(self):
return "initialized"
@router(init)
def decide(self):
return "path_a"
@listen("path_a")
def step_1(self):
return "step_1_done"
@listen(and_("path_a", step_1))
def step_2_and(self):
return "step_2_done"
@listen(or_(and_("path_a", step_1), "path_a"))
def step_3_or(self):
return "step_3_done"
flow = RouterAndConditionFlow()
structure = build_flow_structure(flow)
router_edges = [edge for edge in structure["edges"] if edge["is_router_path"]]
targets = [edge["target"] for edge in router_edges]
assert "step_1" in targets
assert "step_3_or" in targets
assert "step_2_and" not in targets
def test_chained_routers_no_self_loops():
"""Test that chained routers don't create self-referencing edges.
This tests the bug where routers with string triggers (like 'auth', 'exp')
would incorrectly create edges to themselves when another router outputs
those strings.
"""
class ChainedRouterFlow(Flow):
"""Flow with multiple chained routers using string outputs."""
@start()
def entrance(self):
return "started"
@router(entrance)
def session_in_cache(self):
return "exp"
@router("exp")
def check_exp(self):
return "auth"
@router("auth")
def call_ai_auth(self):
return "action"
@listen("action")
def forward_to_action(self):
return "done"
@listen("authenticate")
def forward_to_authenticate(self):
return "need_auth"
flow = ChainedRouterFlow()
structure = build_flow_structure(flow)
# Check that no self-loops exist
for edge in structure["edges"]:
assert edge["source"] != edge["target"], (
f"Self-loop detected: {edge['source']} -> {edge['target']}"
)
# Verify correct connections
router_edges = [edge for edge in structure["edges"] if edge["is_router_path"]]
# session_in_cache -> check_exp (via 'exp')
exp_edges = [
edge
for edge in router_edges
if edge["router_path_label"] == "exp" and edge["source"] == "session_in_cache"
]
assert len(exp_edges) == 1
assert exp_edges[0]["target"] == "check_exp"
# check_exp -> call_ai_auth (via 'auth')
auth_edges = [
edge
for edge in router_edges
if edge["router_path_label"] == "auth" and edge["source"] == "check_exp"
]
assert len(auth_edges) == 1
assert auth_edges[0]["target"] == "call_ai_auth"
# call_ai_auth -> forward_to_action (via 'action')
action_edges = [
edge
for edge in router_edges
if edge["router_path_label"] == "action" and edge["source"] == "call_ai_auth"
]
assert len(action_edges) == 1
assert action_edges[0]["target"] == "forward_to_action"
def test_routers_with_shared_output_strings():
"""Test that routers with shared output strings don't create incorrect edges.
This tests a scenario where multiple routers can output the same string,
ensuring the visualization only creates edges for the router that actually
outputs the string, not all routers.
"""
class SharedOutputRouterFlow(Flow):
"""Flow where multiple routers can output 'auth'."""
@start()
def start(self):
return "started"
@router(start)
def router_a(self):
# This router can output 'auth' or 'skip'
return "auth"
@router("auth")
def router_b(self):
# This router listens to 'auth' but outputs 'done'
return "done"
@listen("done")
def finalize(self):
return "complete"
@listen("skip")
def handle_skip(self):
return "skipped"
flow = SharedOutputRouterFlow()
structure = build_flow_structure(flow)
# Check no self-loops
for edge in structure["edges"]:
assert edge["source"] != edge["target"], (
f"Self-loop detected: {edge['source']} -> {edge['target']}"
)
# router_a should connect to router_b via 'auth'
router_edges = [edge for edge in structure["edges"] if edge["is_router_path"]]
auth_from_a = [
edge
for edge in router_edges
if edge["source"] == "router_a" and edge["router_path_label"] == "auth"
]
assert len(auth_from_a) == 1
assert auth_from_a[0]["target"] == "router_b"
# router_b should connect to finalize via 'done'
done_from_b = [
edge
for edge in router_edges
if edge["source"] == "router_b" and edge["router_path_label"] == "done"
]
assert len(done_from_b) == 1
assert done_from_b[0]["target"] == "finalize"
def test_warning_for_router_without_paths(caplog):
"""Test that a warning is logged when a router has no determinable paths."""
import logging
class RouterWithoutPathsFlow(Flow):
"""Flow with a router that returns a dynamic value."""
@start()
def begin(self):
return "started"
@router(begin)
def dynamic_router(self):
# Returns a variable that can't be statically analyzed
import random
return random.choice(["path_a", "path_b"])
@listen("path_a")
def handle_a(self):
return "a"
@listen("path_b")
def handle_b(self):
return "b"
flow = RouterWithoutPathsFlow()
with caplog.at_level(logging.WARNING):
build_flow_structure(flow)
# Check that warning was logged for the router
assert any(
"Could not determine return paths for router 'dynamic_router'" in record.message
for record in caplog.records
)
# Check that error was logged for orphaned triggers
assert any(
"Found listeners waiting for triggers" in record.message
for record in caplog.records
)
def test_warning_for_orphaned_listeners(caplog):
"""Test that an error is logged when listeners wait for triggers no router outputs."""
import logging
from typing import Literal
class OrphanedListenerFlow(Flow):
"""Flow where a listener waits for a trigger that no router outputs."""
@start()
def begin(self):
return "started"
@router(begin)
def my_router(self) -> Literal["option_a", "option_b"]:
return "option_a"
@listen("option_a")
def handle_a(self):
return "a"
@listen("option_c") # This trigger is never output by any router
def handle_orphan(self):
return "orphan"
flow = OrphanedListenerFlow()
with caplog.at_level(logging.ERROR):
build_flow_structure(flow)
# Check that error was logged for orphaned trigger
assert any(
"Found listeners waiting for triggers" in record.message
and "option_c" in record.message
for record in caplog.records
)
def test_no_warning_for_properly_typed_router(caplog):
"""Test that no warning is logged when router has proper type annotations."""
import logging
from typing import Literal
class ProperlyTypedRouterFlow(Flow):
"""Flow with properly typed router."""
@start()
def begin(self):
return "started"
@router(begin)
def typed_router(self) -> Literal["path_a", "path_b"]:
return "path_a"
@listen("path_a")
def handle_a(self):
return "a"
@listen("path_b")
def handle_b(self):
return "b"
flow = ProperlyTypedRouterFlow()
with caplog.at_level(logging.WARNING):
build_flow_structure(flow)
# No warnings should be logged
warning_messages = [r.message for r in caplog.records if r.levelno >= logging.WARNING]
assert not any("Could not determine return paths" in msg for msg in warning_messages)
assert not any("Found listeners waiting for triggers" in msg for msg in warning_messages)