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1.0.0b1
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83
poetry.lock
generated
83
poetry.lock
generated
@@ -1936,13 +1936,13 @@ test = ["objgraph", "psutil"]
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[[package]]
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||||
name = "griffe"
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||||
version = "1.3.1"
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||||
version = "1.3.2"
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||||
description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
|
||||
optional = false
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||||
python-versions = ">=3.8"
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||||
files = [
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||||
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||||
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[package.dependencies]
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||||
@@ -2148,13 +2148,13 @@ files = [
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[[package]]
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name = "httpcore"
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version = "1.0.5"
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version = "1.0.6"
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description = "A minimal low-level HTTP client."
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||||
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||||
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[package.dependencies]
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||||
@@ -2165,7 +2165,7 @@ h11 = ">=0.13,<0.15"
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asyncio = ["anyio (>=4.0,<5.0)"]
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http2 = ["h2 (>=3,<5)"]
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socks = ["socksio (==1.*)"]
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trio = ["trio (>=0.22.0,<0.26.0)"]
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trio = ["trio (>=0.22.0,<1.0)"]
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[[package]]
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name = "httptools"
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@@ -3891,13 +3891,13 @@ sympy = "*"
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[[package]]
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name = "openai"
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||||
version = "1.50.2"
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||||
version = "1.51.0"
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||||
description = "The official Python library for the openai API"
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||||
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||||
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[package.dependencies]
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||||
@@ -5058,13 +5058,13 @@ torch = ["torch"]
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[[package]]
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||||
name = "pymdown-extensions"
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||||
version = "10.11.1"
|
||||
version = "10.11.2"
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||||
description = "Extension pack for Python Markdown."
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||||
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|
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|
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||||
[package.dependencies]
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@@ -5747,18 +5747,19 @@ py = ">=1.4.26,<2.0.0"
|
||||
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||||
[[package]]
|
||||
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|
||||
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|
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||||
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|
||||
|
||||
[package.extras]
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@@ -6102,54 +6103,6 @@ description = "Database Abstraction Library"
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|
||||
{file = "sqlalchemy-2.0.35.tar.gz", hash = "sha256:e11d7ea4d24f0a262bccf9a7cd6284c976c5369dac21db237cff59586045ab9f"},
|
||||
]
|
||||
|
||||
|
||||
@@ -12,12 +12,14 @@ from crewai.memory.storage.kickoff_task_outputs_storage import (
|
||||
|
||||
from .authentication.main import AuthenticationCommand
|
||||
from .deploy.main import DeployCommand
|
||||
from .tools.main import ToolCommand
|
||||
from .evaluate_crew import evaluate_crew
|
||||
from .install_crew import install_crew
|
||||
from .plot_flow import plot_flow
|
||||
from .replay_from_task import replay_task_command
|
||||
from .reset_memories_command import reset_memories_command
|
||||
from .run_crew import run_crew
|
||||
from .run_flow import run_flow
|
||||
from .tools.main import ToolCommand
|
||||
from .train_crew import train_crew
|
||||
|
||||
|
||||
@@ -273,5 +275,25 @@ def tool_publish(is_public: bool):
|
||||
tool_cmd.publish(is_public)
|
||||
|
||||
|
||||
@crewai.group()
|
||||
def flow():
|
||||
"""Flow related commands."""
|
||||
pass
|
||||
|
||||
|
||||
@flow.command(name="run")
|
||||
def flow_run():
|
||||
"""Run the Flow."""
|
||||
click.echo("Running the Flow")
|
||||
run_flow()
|
||||
|
||||
|
||||
@flow.command(name="plot")
|
||||
def flow_plot():
|
||||
"""Plot the Flow."""
|
||||
click.echo("Plotting the Flow")
|
||||
plot_flow()
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
crewai()
|
||||
|
||||
23
src/crewai/cli/plot_flow.py
Normal file
23
src/crewai/cli/plot_flow.py
Normal file
@@ -0,0 +1,23 @@
|
||||
import subprocess
|
||||
|
||||
import click
|
||||
|
||||
|
||||
def plot_flow() -> None:
|
||||
"""
|
||||
Plot the flow by running a command in the Poetry environment.
|
||||
"""
|
||||
command = ["poetry", "run", "plot_flow"]
|
||||
|
||||
try:
|
||||
result = subprocess.run(command, capture_output=False, text=True, check=True)
|
||||
|
||||
if result.stderr:
|
||||
click.echo(result.stderr, err=True)
|
||||
|
||||
except subprocess.CalledProcessError as e:
|
||||
click.echo(f"An error occurred while plotting the flow: {e}", err=True)
|
||||
click.echo(e.output, err=True)
|
||||
|
||||
except Exception as e:
|
||||
click.echo(f"An unexpected error occurred: {e}", err=True)
|
||||
23
src/crewai/cli/run_flow.py
Normal file
23
src/crewai/cli/run_flow.py
Normal file
@@ -0,0 +1,23 @@
|
||||
import subprocess
|
||||
|
||||
import click
|
||||
|
||||
|
||||
def run_flow() -> None:
|
||||
"""
|
||||
Run the flow by running a command in the Poetry environment.
|
||||
"""
|
||||
command = ["poetry", "run", "run_flow"]
|
||||
|
||||
try:
|
||||
result = subprocess.run(command, capture_output=False, text=True, check=True)
|
||||
|
||||
if result.stderr:
|
||||
click.echo(result.stderr, err=True)
|
||||
|
||||
except subprocess.CalledProcessError as e:
|
||||
click.echo(f"An error occurred while running the flow: {e}", err=True)
|
||||
click.echo(e.output, err=True)
|
||||
|
||||
except Exception as e:
|
||||
click.echo(f"An unexpected error occurred: {e}", err=True)
|
||||
@@ -22,8 +22,7 @@ class PoemFlow(Flow[PoemState]):
|
||||
def generate_poem(self):
|
||||
print("Generating poem")
|
||||
print(f"State before poem: {self.state}")
|
||||
poem_crew = PoemCrew().crew()
|
||||
result = poem_crew.kickoff(inputs={"sentence_count": self.state.sentence_count})
|
||||
result = PoemCrew().crew().kickoff(inputs={"sentence_count": self.state.sentence_count})
|
||||
|
||||
print("Poem generated", result.raw)
|
||||
self.state.poem = result.raw
|
||||
@@ -38,16 +37,28 @@ class PoemFlow(Flow[PoemState]):
|
||||
f.write(self.state.poem)
|
||||
print(f"State after save_poem: {self.state}")
|
||||
|
||||
async def run():
|
||||
async def run_flow():
|
||||
"""
|
||||
Run the flow.
|
||||
"""
|
||||
poem_flow = PoemFlow()
|
||||
await poem_flow.kickoff()
|
||||
|
||||
async def plot_flow():
|
||||
"""
|
||||
Plot the flow.
|
||||
"""
|
||||
poem_flow = PoemFlow()
|
||||
poem_flow.plot()
|
||||
|
||||
|
||||
def main():
|
||||
asyncio.run(run())
|
||||
asyncio.run(run_flow())
|
||||
|
||||
|
||||
def plot():
|
||||
asyncio.run(plot_flow())
|
||||
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
|
||||
@@ -6,12 +6,13 @@ authors = ["Your Name <you@example.com>"]
|
||||
|
||||
[tool.poetry.dependencies]
|
||||
python = ">=3.10,<=3.13"
|
||||
crewai = { extras = ["tools"], version = ">=0.55.2,<1.0.0" }
|
||||
crewai = { extras = ["tools"], version = ">=0.66.0,<1.0.0" }
|
||||
asyncio = "*"
|
||||
|
||||
[tool.poetry.scripts]
|
||||
{{folder_name}} = "{{folder_name}}.main:main"
|
||||
run_crew = "{{folder_name}}.main:main"
|
||||
run_flow = "{{folder_name}}.main:main"
|
||||
plot_flow = "{{folder_name}}.main:plot"
|
||||
|
||||
[build-system]
|
||||
requires = ["poetry-core"]
|
||||
|
||||
46
src/crewai/flow/config.py
Normal file
46
src/crewai/flow/config.py
Normal file
@@ -0,0 +1,46 @@
|
||||
DARK_GRAY = "#333333"
|
||||
CREWAI_ORANGE = "#FF5A50"
|
||||
GRAY = "#666666"
|
||||
WHITE = "#FFFFFF"
|
||||
|
||||
COLORS = {
|
||||
"bg": WHITE,
|
||||
"start": CREWAI_ORANGE,
|
||||
"method": DARK_GRAY,
|
||||
"router": DARK_GRAY,
|
||||
"router_border": CREWAI_ORANGE,
|
||||
"edge": GRAY,
|
||||
"router_edge": CREWAI_ORANGE,
|
||||
"text": WHITE,
|
||||
}
|
||||
|
||||
NODE_STYLES = {
|
||||
"start": {
|
||||
"color": COLORS["start"],
|
||||
"shape": "box",
|
||||
"font": {"color": COLORS["text"]},
|
||||
"margin": {"top": 10, "bottom": 8, "left": 10, "right": 10},
|
||||
},
|
||||
"method": {
|
||||
"color": COLORS["method"],
|
||||
"shape": "box",
|
||||
"font": {"color": COLORS["text"]},
|
||||
"margin": {"top": 10, "bottom": 8, "left": 10, "right": 10},
|
||||
},
|
||||
"router": {
|
||||
"color": {
|
||||
"background": COLORS["router"],
|
||||
"border": COLORS["router_border"],
|
||||
"highlight": {
|
||||
"border": COLORS["router_border"],
|
||||
"background": COLORS["router"],
|
||||
},
|
||||
},
|
||||
"shape": "box",
|
||||
"font": {"color": COLORS["text"]},
|
||||
"borderWidth": 3,
|
||||
"borderWidthSelected": 4,
|
||||
"shapeProperties": {"borderDashes": [5, 5]},
|
||||
"margin": {"top": 10, "bottom": 8, "left": 10, "right": 10},
|
||||
},
|
||||
}
|
||||
@@ -1,12 +1,14 @@
|
||||
# flow.py
|
||||
|
||||
# flow.py
|
||||
|
||||
import asyncio
|
||||
import inspect
|
||||
from typing import Any, Callable, Dict, Generic, List, Set, Type, TypeVar, Union
|
||||
|
||||
from pydantic import BaseModel
|
||||
|
||||
from crewai.flow.flow_visualizer import visualize_flow
|
||||
from crewai.flow.flow_visualizer import plot_flow
|
||||
|
||||
T = TypeVar("T", bound=Union[BaseModel, Dict[str, Any]])
|
||||
|
||||
@@ -268,5 +270,5 @@ class Flow(Generic[T], metaclass=FlowMeta):
|
||||
|
||||
traceback.print_exc()
|
||||
|
||||
def visualize(self, filename: str = "crewai_flow_graph"):
|
||||
visualize_flow(self, filename)
|
||||
def plot(self, filename: str = "crewai_flow_graph"):
|
||||
plot_flow(self, filename)
|
||||
|
||||
@@ -1,63 +1,27 @@
|
||||
# flow_visualizer.py
|
||||
|
||||
import base64
|
||||
import os
|
||||
import re
|
||||
|
||||
from pyvis.network import Network
|
||||
|
||||
DARK_GRAY = "#333333"
|
||||
CREWAI_ORANGE = "#FF5A50"
|
||||
GRAY = "#666666"
|
||||
WHITE = "#FFFFFF"
|
||||
from crewai.flow.config import COLORS, NODE_STYLES
|
||||
from crewai.flow.html_template_handler import HTMLTemplateHandler
|
||||
from crewai.flow.legend_generator import generate_legend_items_html, get_legend_items
|
||||
from crewai.flow.utils import calculate_node_levels
|
||||
from crewai.flow.visualization_utils import (
|
||||
add_edges,
|
||||
add_nodes_to_network,
|
||||
compute_positions,
|
||||
)
|
||||
|
||||
|
||||
class FlowVisualizer:
|
||||
class FlowPlot:
|
||||
def __init__(self, flow):
|
||||
self.flow = flow
|
||||
self.colors = {
|
||||
"bg": WHITE,
|
||||
"start": CREWAI_ORANGE,
|
||||
"method": DARK_GRAY,
|
||||
"router": DARK_GRAY,
|
||||
"router_border": CREWAI_ORANGE,
|
||||
"edge": GRAY,
|
||||
"router_edge": CREWAI_ORANGE,
|
||||
"text": WHITE,
|
||||
}
|
||||
self.node_styles = {
|
||||
"start": {
|
||||
"color": self.colors["start"],
|
||||
"shape": "box",
|
||||
"font": {"color": self.colors["text"]},
|
||||
"margin": {"top": 10, "bottom": 8, "left": 10, "right": 10},
|
||||
},
|
||||
"method": {
|
||||
"color": self.colors["method"],
|
||||
"shape": "box",
|
||||
"font": {"color": self.colors["text"]},
|
||||
"margin": {"top": 10, "bottom": 8, "left": 10, "right": 10},
|
||||
},
|
||||
"router": {
|
||||
"color": {
|
||||
"background": self.colors["router"],
|
||||
"border": self.colors["router_border"],
|
||||
"highlight": {
|
||||
"border": self.colors["router_border"],
|
||||
"background": self.colors["router"],
|
||||
},
|
||||
},
|
||||
"shape": "box",
|
||||
"font": {"color": self.colors["text"]},
|
||||
"borderWidth": 3,
|
||||
"borderWidthSelected": 4,
|
||||
"shapeProperties": {"borderDashes": [5, 5]},
|
||||
"margin": {"top": 10, "bottom": 8, "left": 10, "right": 10},
|
||||
},
|
||||
}
|
||||
self.colors = COLORS
|
||||
self.node_styles = NODE_STYLES
|
||||
|
||||
# TODO: DROP LIB FOLDER POST GENERATION
|
||||
def visualize(self, filename):
|
||||
def plot(self, filename):
|
||||
net = Network(
|
||||
directed=True,
|
||||
height="750px",
|
||||
@@ -67,172 +31,16 @@ class FlowVisualizer:
|
||||
)
|
||||
|
||||
# Calculate levels for nodes
|
||||
node_levels = self._calculate_node_levels()
|
||||
|
||||
# Assign positions to nodes based on levels
|
||||
y_spacing = 150
|
||||
x_spacing = 150
|
||||
level_nodes = {}
|
||||
|
||||
# Store node positions for edge calculations
|
||||
node_positions = {}
|
||||
|
||||
for method_name, level in node_levels.items():
|
||||
level_nodes.setdefault(level, []).append(method_name)
|
||||
node_levels = calculate_node_levels(self.flow)
|
||||
|
||||
# Compute positions
|
||||
for level, nodes in level_nodes.items():
|
||||
x_offset = -(len(nodes) - 1) * x_spacing / 2 # Center nodes horizontally
|
||||
for i, method_name in enumerate(nodes):
|
||||
x = x_offset + i * x_spacing
|
||||
y = level * y_spacing
|
||||
node_positions[method_name] = (x, y)
|
||||
node_positions = compute_positions(self.flow, node_levels)
|
||||
|
||||
method = self.flow._methods.get(method_name)
|
||||
if hasattr(method, "__is_start_method__"):
|
||||
node_style = self.node_styles["start"]
|
||||
elif hasattr(method, "__is_router__"):
|
||||
node_style = self.node_styles["router"]
|
||||
else:
|
||||
node_style = self.node_styles["method"]
|
||||
# Add nodes to the network
|
||||
add_nodes_to_network(net, self.flow, node_positions, self.node_styles)
|
||||
|
||||
net.add_node(
|
||||
method_name,
|
||||
label=method_name,
|
||||
x=x,
|
||||
y=y,
|
||||
fixed=True,
|
||||
physics=False,
|
||||
**node_style,
|
||||
)
|
||||
|
||||
ancestors = self._build_ancestor_dict()
|
||||
parent_children = self._build_parent_children_dict()
|
||||
|
||||
# Add edges
|
||||
for method_name in self.flow._listeners:
|
||||
condition_type, trigger_methods = self.flow._listeners[method_name]
|
||||
is_and_condition = condition_type == "AND"
|
||||
|
||||
for trigger in trigger_methods:
|
||||
if (
|
||||
trigger in self.flow._methods
|
||||
or trigger in self.flow._routers.values()
|
||||
):
|
||||
is_router_edge = any(
|
||||
trigger in paths for paths in self.flow._router_paths.values()
|
||||
)
|
||||
edge_color = (
|
||||
self.colors["router_edge"]
|
||||
if is_router_edge
|
||||
else self.colors["edge"]
|
||||
)
|
||||
|
||||
# Determine if this edge forms a cycle
|
||||
is_cycle_edge = self._is_ancestor(trigger, method_name, ancestors)
|
||||
|
||||
# Determine if parent has multiple children
|
||||
parent_has_multiple_children = (
|
||||
len(parent_children.get(trigger, [])) > 1
|
||||
)
|
||||
|
||||
# Edge curvature logic
|
||||
needs_curvature = is_cycle_edge or parent_has_multiple_children
|
||||
|
||||
if needs_curvature:
|
||||
# Get node positions
|
||||
source_pos = node_positions.get(trigger)
|
||||
target_pos = node_positions.get(method_name)
|
||||
|
||||
if source_pos and target_pos:
|
||||
dx = target_pos[0] - source_pos[0]
|
||||
|
||||
if dx <= 0:
|
||||
# Child is left or directly below
|
||||
smooth_type = "curvedCCW" # Curve left and down
|
||||
else:
|
||||
# Child is to the right
|
||||
smooth_type = "curvedCW" # Curve right and down
|
||||
|
||||
index = self._get_child_index(
|
||||
trigger, method_name, parent_children
|
||||
)
|
||||
edge_smooth = {
|
||||
"type": smooth_type,
|
||||
"roundness": 0.2 + (0.1 * index),
|
||||
}
|
||||
else:
|
||||
# Fallback curvature
|
||||
edge_smooth = {"type": "cubicBezier"}
|
||||
else:
|
||||
edge_smooth = False # Draw straight line
|
||||
|
||||
edge_style = {
|
||||
"color": edge_color,
|
||||
"width": 2,
|
||||
"arrows": "to",
|
||||
"dashes": True if is_router_edge or is_and_condition else False,
|
||||
"smooth": edge_smooth,
|
||||
}
|
||||
|
||||
net.add_edge(trigger, method_name, **edge_style)
|
||||
|
||||
# Add edges from router methods to their possible paths
|
||||
for router_method_name, paths in self.flow._router_paths.items():
|
||||
for path in paths:
|
||||
for listener_name, (
|
||||
condition_type,
|
||||
trigger_methods,
|
||||
) in self.flow._listeners.items():
|
||||
if path in trigger_methods:
|
||||
is_cycle_edge = self._is_ancestor(
|
||||
trigger, method_name, ancestors
|
||||
)
|
||||
|
||||
# Determine if parent has multiple children
|
||||
parent_has_multiple_children = (
|
||||
len(parent_children.get(router_method_name, [])) > 1
|
||||
)
|
||||
|
||||
# Edge curvature logic
|
||||
needs_curvature = is_cycle_edge or parent_has_multiple_children
|
||||
|
||||
if needs_curvature:
|
||||
# Get node positions
|
||||
source_pos = node_positions.get(router_method_name)
|
||||
target_pos = node_positions.get(listener_name)
|
||||
|
||||
if source_pos and target_pos:
|
||||
dx = target_pos[0] - source_pos[0]
|
||||
|
||||
if dx <= 0:
|
||||
# Child is left or directly below
|
||||
smooth_type = "curvedCCW" # Curve left and down
|
||||
else:
|
||||
# Child is to the right
|
||||
smooth_type = "curvedCW" # Curve right and down
|
||||
|
||||
index = self._get_child_index(
|
||||
router_method_name, listener_name, parent_children
|
||||
)
|
||||
edge_smooth = {
|
||||
"type": smooth_type,
|
||||
"roundness": 0.2 + (0.1 * index),
|
||||
}
|
||||
else:
|
||||
# Fallback curvature
|
||||
edge_smooth = {"type": "cubicBezier"}
|
||||
else:
|
||||
edge_smooth = False # Straight line
|
||||
|
||||
edge_style = {
|
||||
"color": self.colors["router_edge"],
|
||||
"width": 2,
|
||||
"arrows": "to",
|
||||
"dashes": True,
|
||||
"smooth": edge_smooth,
|
||||
}
|
||||
net.add_edge(router_method_name, listener_name, **edge_style)
|
||||
# Add edges to the network
|
||||
add_edges(net, self.flow, node_positions, self.colors)
|
||||
|
||||
# Set options to disable physics
|
||||
net.set_options(
|
||||
@@ -246,229 +54,46 @@ class FlowVisualizer:
|
||||
)
|
||||
|
||||
network_html = net.generate_html()
|
||||
|
||||
# Extract just the body content from the generated HTML
|
||||
match = re.search("<body.*?>(.*?)</body>", network_html, re.DOTALL)
|
||||
if match:
|
||||
network_body = match.group(1)
|
||||
else:
|
||||
network_body = ""
|
||||
|
||||
# Read the custom template
|
||||
current_dir = os.path.dirname(__file__)
|
||||
template_path = os.path.join(
|
||||
current_dir, "assets", "crewai_flow_visual_template.html"
|
||||
)
|
||||
with open(template_path, "r", encoding="utf-8") as f:
|
||||
html_template = f.read()
|
||||
|
||||
# Generate the legend items HTML
|
||||
legend_items = [
|
||||
{"label": "Start Method", "color": self.colors["start"]},
|
||||
{"label": "Method", "color": self.colors["method"]},
|
||||
{
|
||||
"label": "Router",
|
||||
"color": self.colors["router"],
|
||||
"border": self.colors["router_border"],
|
||||
"dashed": True,
|
||||
},
|
||||
{"label": "Trigger", "color": self.colors["edge"], "dashed": False},
|
||||
{"label": "AND Trigger", "color": self.colors["edge"], "dashed": True},
|
||||
{
|
||||
"label": "Router Trigger",
|
||||
"color": self.colors["router_edge"],
|
||||
"dashed": True,
|
||||
},
|
||||
]
|
||||
|
||||
legend_items_html = ""
|
||||
for item in legend_items:
|
||||
if "border" in item:
|
||||
legend_items_html += f"""
|
||||
<div class="legend-item">
|
||||
<div class="legend-color-box" style="background-color: {item['color']}; border: 2px dashed {item['border']};"></div>
|
||||
<div>{item['label']}</div>
|
||||
</div>
|
||||
"""
|
||||
elif item.get("dashed") is not None:
|
||||
style = "dashed" if item["dashed"] else "solid"
|
||||
legend_items_html += f"""
|
||||
<div class="legend-item">
|
||||
<div class="legend-{style}" style="border-bottom: 2px {style} {item['color']};"></div>
|
||||
<div>{item['label']}</div>
|
||||
</div>
|
||||
"""
|
||||
else:
|
||||
legend_items_html += f"""
|
||||
<div class="legend-item">
|
||||
<div class="legend-color-box" style="background-color: {item['color']};"></div>
|
||||
<div>{item['label']}</div>
|
||||
</div>
|
||||
"""
|
||||
|
||||
# Read the logo file and encode it
|
||||
logo_path = os.path.join(current_dir, "assets", "crewai_logo.svg")
|
||||
with open(logo_path, "rb") as logo_file:
|
||||
logo_svg_data = logo_file.read()
|
||||
logo_svg_base64 = base64.b64encode(logo_svg_data).decode("utf-8")
|
||||
|
||||
# Replace placeholders in the template
|
||||
final_html_content = html_template.replace("{{ title }}", "Flow Graph")
|
||||
final_html_content = final_html_content.replace(
|
||||
"{{ network_content }}", network_body
|
||||
)
|
||||
final_html_content = final_html_content.replace(
|
||||
"{{ logo_svg_base64 }}", logo_svg_base64
|
||||
)
|
||||
final_html_content = final_html_content.replace(
|
||||
"<!-- LEGEND_ITEMS_PLACEHOLDER -->", legend_items_html
|
||||
)
|
||||
final_html_content = self._generate_final_html(network_html)
|
||||
|
||||
# Save the final HTML content to the file
|
||||
with open(f"{filename}.html", "w", encoding="utf-8") as f:
|
||||
f.write(final_html_content)
|
||||
print(f"Graph saved as {filename}.html")
|
||||
|
||||
def _calculate_node_levels(self):
|
||||
levels = {}
|
||||
queue = []
|
||||
visited = set()
|
||||
pending_and_listeners = {}
|
||||
self._cleanup_pyvis_lib()
|
||||
|
||||
# Make all start methods at level 0
|
||||
for method_name, method in self.flow._methods.items():
|
||||
if hasattr(method, "__is_start_method__"):
|
||||
levels[method_name] = 0
|
||||
queue.append(method_name)
|
||||
def _generate_final_html(self, network_html):
|
||||
# Extract just the body content from the generated HTML
|
||||
current_dir = os.path.dirname(__file__)
|
||||
template_path = os.path.join(
|
||||
current_dir, "assets", "crewai_flow_visual_template.html"
|
||||
)
|
||||
logo_path = os.path.join(current_dir, "assets", "crewai_logo.svg")
|
||||
|
||||
# Breadth-first traversal to assign levels
|
||||
while queue:
|
||||
current = queue.pop(0)
|
||||
current_level = levels[current]
|
||||
visited.add(current)
|
||||
html_handler = HTMLTemplateHandler(template_path, logo_path)
|
||||
network_body = html_handler.extract_body_content(network_html)
|
||||
|
||||
for listener_name, (
|
||||
condition_type,
|
||||
trigger_methods,
|
||||
) in self.flow._listeners.items():
|
||||
if condition_type == "OR":
|
||||
if current in trigger_methods:
|
||||
if (
|
||||
listener_name not in levels
|
||||
or levels[listener_name] > current_level + 1
|
||||
):
|
||||
levels[listener_name] = current_level + 1
|
||||
if listener_name not in visited:
|
||||
queue.append(listener_name)
|
||||
elif condition_type == "AND":
|
||||
if listener_name not in pending_and_listeners:
|
||||
pending_and_listeners[listener_name] = set()
|
||||
if current in trigger_methods:
|
||||
pending_and_listeners[listener_name].add(current)
|
||||
if set(trigger_methods) == pending_and_listeners[listener_name]:
|
||||
if (
|
||||
listener_name not in levels
|
||||
or levels[listener_name] > current_level + 1
|
||||
):
|
||||
levels[listener_name] = current_level + 1
|
||||
if listener_name not in visited:
|
||||
queue.append(listener_name)
|
||||
# Generate the legend items HTML
|
||||
legend_items = get_legend_items(self.colors)
|
||||
legend_items_html = generate_legend_items_html(legend_items)
|
||||
final_html_content = html_handler.generate_final_html(
|
||||
network_body, legend_items_html
|
||||
)
|
||||
return final_html_content
|
||||
|
||||
# Handle router connections
|
||||
if current in self.flow._routers.values():
|
||||
router_method_name = current
|
||||
paths = self.flow._router_paths.get(router_method_name, [])
|
||||
for path in paths:
|
||||
for listener_name, (
|
||||
condition_type,
|
||||
trigger_methods,
|
||||
) in self.flow._listeners.items():
|
||||
if path in trigger_methods:
|
||||
if (
|
||||
listener_name not in levels
|
||||
or levels[listener_name] > current_level + 1
|
||||
):
|
||||
levels[listener_name] = current_level + 1
|
||||
if listener_name not in visited:
|
||||
queue.append(listener_name)
|
||||
return levels
|
||||
def _cleanup_pyvis_lib(self):
|
||||
# Clean up the generated lib folder
|
||||
lib_folder = os.path.join(os.getcwd(), "lib")
|
||||
try:
|
||||
if os.path.exists(lib_folder) and os.path.isdir(lib_folder):
|
||||
import shutil
|
||||
|
||||
def _count_outgoing_edges(self):
|
||||
counts = {}
|
||||
for method_name in self.flow._methods:
|
||||
counts[method_name] = 0
|
||||
for method_name in self.flow._listeners:
|
||||
_, trigger_methods = self.flow._listeners[method_name]
|
||||
for trigger in trigger_methods:
|
||||
if trigger in self.flow._methods:
|
||||
counts[trigger] += 1
|
||||
return counts
|
||||
|
||||
def _build_ancestor_dict(self):
|
||||
ancestors = {node: set() for node in self.flow._methods}
|
||||
visited = set()
|
||||
for node in self.flow._methods:
|
||||
if node not in visited:
|
||||
self._dfs_ancestors(node, ancestors, visited)
|
||||
|
||||
return ancestors
|
||||
|
||||
def _dfs_ancestors(self, node, ancestors, visited):
|
||||
if node in visited:
|
||||
return
|
||||
visited.add(node)
|
||||
|
||||
# Handle regular listeners
|
||||
for listener_name, (_, trigger_methods) in self.flow._listeners.items():
|
||||
if node in trigger_methods:
|
||||
ancestors[listener_name].add(node)
|
||||
ancestors[listener_name].update(ancestors[node])
|
||||
self._dfs_ancestors(listener_name, ancestors, visited)
|
||||
|
||||
# Handle router methods separately
|
||||
if node in self.flow._routers.values():
|
||||
router_method_name = node
|
||||
paths = self.flow._router_paths.get(router_method_name, [])
|
||||
for path in paths:
|
||||
for listener_name, (_, trigger_methods) in self.flow._listeners.items():
|
||||
if path in trigger_methods:
|
||||
# Only propagate the ancestors of the router method, not the router method itself
|
||||
ancestors[listener_name].update(ancestors[node])
|
||||
self._dfs_ancestors(listener_name, ancestors, visited)
|
||||
|
||||
def _is_ancestor(self, node, ancestor_candidate, ancestors):
|
||||
return ancestor_candidate in ancestors.get(node, set())
|
||||
|
||||
def _build_parent_children_dict(self):
|
||||
parent_children = {}
|
||||
|
||||
# Map listeners to their trigger methods
|
||||
for listener_name, (_, trigger_methods) in self.flow._listeners.items():
|
||||
for trigger in trigger_methods:
|
||||
if trigger not in parent_children:
|
||||
parent_children[trigger] = []
|
||||
if listener_name not in parent_children[trigger]:
|
||||
parent_children[trigger].append(listener_name)
|
||||
|
||||
# Map router methods to their paths and to listeners
|
||||
for router_method_name, paths in self.flow._router_paths.items():
|
||||
for path in paths:
|
||||
# Map router method to listeners of each path
|
||||
for listener_name, (_, trigger_methods) in self.flow._listeners.items():
|
||||
if path in trigger_methods:
|
||||
if router_method_name not in parent_children:
|
||||
parent_children[router_method_name] = []
|
||||
if listener_name not in parent_children[router_method_name]:
|
||||
parent_children[router_method_name].append(listener_name)
|
||||
|
||||
return parent_children
|
||||
|
||||
def _get_child_index(self, parent, child, parent_children):
|
||||
children = parent_children.get(parent, [])
|
||||
children.sort()
|
||||
return children.index(child)
|
||||
shutil.rmtree(lib_folder)
|
||||
except Exception as e:
|
||||
print(f"Error cleaning up {lib_folder}: {e}")
|
||||
|
||||
|
||||
def visualize_flow(flow, filename="flow_graph"):
|
||||
visualizer = FlowVisualizer(flow)
|
||||
visualizer.visualize(filename)
|
||||
def plot_flow(flow, filename="flow_graph"):
|
||||
visualizer = FlowPlot(flow)
|
||||
visualizer.plot(filename)
|
||||
|
||||
66
src/crewai/flow/html_template_handler.py
Normal file
66
src/crewai/flow/html_template_handler.py
Normal file
@@ -0,0 +1,66 @@
|
||||
import base64
|
||||
import os
|
||||
import re
|
||||
|
||||
|
||||
class HTMLTemplateHandler:
|
||||
def __init__(self, template_path, logo_path):
|
||||
self.template_path = template_path
|
||||
self.logo_path = logo_path
|
||||
|
||||
def read_template(self):
|
||||
with open(self.template_path, "r", encoding="utf-8") as f:
|
||||
return f.read()
|
||||
|
||||
def encode_logo(self):
|
||||
with open(self.logo_path, "rb") as logo_file:
|
||||
logo_svg_data = logo_file.read()
|
||||
return base64.b64encode(logo_svg_data).decode("utf-8")
|
||||
|
||||
def extract_body_content(self, html):
|
||||
match = re.search("<body.*?>(.*?)</body>", html, re.DOTALL)
|
||||
return match.group(1) if match else ""
|
||||
|
||||
def generate_legend_items_html(self, legend_items):
|
||||
legend_items_html = ""
|
||||
for item in legend_items:
|
||||
if "border" in item:
|
||||
legend_items_html += f"""
|
||||
<div class="legend-item">
|
||||
<div class="legend-color-box" style="background-color: {item['color']}; border: 2px dashed {item['border']};"></div>
|
||||
<div>{item['label']}</div>
|
||||
</div>
|
||||
"""
|
||||
elif item.get("dashed") is not None:
|
||||
style = "dashed" if item["dashed"] else "solid"
|
||||
legend_items_html += f"""
|
||||
<div class="legend-item">
|
||||
<div class="legend-{style}" style="border-bottom: 2px {style} {item['color']};"></div>
|
||||
<div>{item['label']}</div>
|
||||
</div>
|
||||
"""
|
||||
else:
|
||||
legend_items_html += f"""
|
||||
<div class="legend-item">
|
||||
<div class="legend-color-box" style="background-color: {item['color']};"></div>
|
||||
<div>{item['label']}</div>
|
||||
</div>
|
||||
"""
|
||||
return legend_items_html
|
||||
|
||||
def generate_final_html(self, network_body, legend_items_html, title="Flow Graph"):
|
||||
html_template = self.read_template()
|
||||
logo_svg_base64 = self.encode_logo()
|
||||
|
||||
final_html_content = html_template.replace("{{ title }}", title)
|
||||
final_html_content = final_html_content.replace(
|
||||
"{{ network_content }}", network_body
|
||||
)
|
||||
final_html_content = final_html_content.replace(
|
||||
"{{ logo_svg_base64 }}", logo_svg_base64
|
||||
)
|
||||
final_html_content = final_html_content.replace(
|
||||
"<!-- LEGEND_ITEMS_PLACEHOLDER -->", legend_items_html
|
||||
)
|
||||
|
||||
return final_html_content
|
||||
46
src/crewai/flow/legend_generator.py
Normal file
46
src/crewai/flow/legend_generator.py
Normal file
@@ -0,0 +1,46 @@
|
||||
def get_legend_items(colors):
|
||||
return [
|
||||
{"label": "Start Method", "color": colors["start"]},
|
||||
{"label": "Method", "color": colors["method"]},
|
||||
{
|
||||
"label": "Router",
|
||||
"color": colors["router"],
|
||||
"border": colors["router_border"],
|
||||
"dashed": True,
|
||||
},
|
||||
{"label": "Trigger", "color": colors["edge"], "dashed": False},
|
||||
{"label": "AND Trigger", "color": colors["edge"], "dashed": True},
|
||||
{
|
||||
"label": "Router Trigger",
|
||||
"color": colors["router_edge"],
|
||||
"dashed": True,
|
||||
},
|
||||
]
|
||||
|
||||
|
||||
def generate_legend_items_html(legend_items):
|
||||
legend_items_html = ""
|
||||
for item in legend_items:
|
||||
if "border" in item:
|
||||
legend_items_html += f"""
|
||||
<div class="legend-item">
|
||||
<div class="legend-color-box" style="background-color: {item['color']}; border: 2px dashed {item['border']};"></div>
|
||||
<div>{item['label']}</div>
|
||||
</div>
|
||||
"""
|
||||
elif item.get("dashed") is not None:
|
||||
style = "dashed" if item["dashed"] else "solid"
|
||||
legend_items_html += f"""
|
||||
<div class="legend-item">
|
||||
<div class="legend-{style}" style="border-bottom: 2px {style} {item['color']};"></div>
|
||||
<div>{item['label']}</div>
|
||||
</div>
|
||||
"""
|
||||
else:
|
||||
legend_items_html += f"""
|
||||
<div class="legend-item">
|
||||
<div class="legend-color-box" style="background-color: {item['color']};"></div>
|
||||
<div>{item['label']}</div>
|
||||
</div>
|
||||
"""
|
||||
return legend_items_html
|
||||
143
src/crewai/flow/utils.py
Normal file
143
src/crewai/flow/utils.py
Normal file
@@ -0,0 +1,143 @@
|
||||
def calculate_node_levels(flow):
|
||||
levels = {}
|
||||
queue = []
|
||||
visited = set()
|
||||
pending_and_listeners = {}
|
||||
|
||||
# Make all start methods at level 0
|
||||
for method_name, method in flow._methods.items():
|
||||
if hasattr(method, "__is_start_method__"):
|
||||
levels[method_name] = 0
|
||||
queue.append(method_name)
|
||||
|
||||
# Breadth-first traversal to assign levels
|
||||
while queue:
|
||||
current = queue.pop(0)
|
||||
current_level = levels[current]
|
||||
visited.add(current)
|
||||
|
||||
for listener_name, (
|
||||
condition_type,
|
||||
trigger_methods,
|
||||
) in flow._listeners.items():
|
||||
if condition_type == "OR":
|
||||
if current in trigger_methods:
|
||||
if (
|
||||
listener_name not in levels
|
||||
or levels[listener_name] > current_level + 1
|
||||
):
|
||||
levels[listener_name] = current_level + 1
|
||||
if listener_name not in visited:
|
||||
queue.append(listener_name)
|
||||
elif condition_type == "AND":
|
||||
if listener_name not in pending_and_listeners:
|
||||
pending_and_listeners[listener_name] = set()
|
||||
if current in trigger_methods:
|
||||
pending_and_listeners[listener_name].add(current)
|
||||
if set(trigger_methods) == pending_and_listeners[listener_name]:
|
||||
if (
|
||||
listener_name not in levels
|
||||
or levels[listener_name] > current_level + 1
|
||||
):
|
||||
levels[listener_name] = current_level + 1
|
||||
if listener_name not in visited:
|
||||
queue.append(listener_name)
|
||||
|
||||
# Handle router connections
|
||||
if current in flow._routers.values():
|
||||
router_method_name = current
|
||||
paths = flow._router_paths.get(router_method_name, [])
|
||||
for path in paths:
|
||||
for listener_name, (
|
||||
condition_type,
|
||||
trigger_methods,
|
||||
) in flow._listeners.items():
|
||||
if path in trigger_methods:
|
||||
if (
|
||||
listener_name not in levels
|
||||
or levels[listener_name] > current_level + 1
|
||||
):
|
||||
levels[listener_name] = current_level + 1
|
||||
if listener_name not in visited:
|
||||
queue.append(listener_name)
|
||||
return levels
|
||||
|
||||
|
||||
def count_outgoing_edges(flow):
|
||||
counts = {}
|
||||
for method_name in flow._methods:
|
||||
counts[method_name] = 0
|
||||
for method_name in flow._listeners:
|
||||
_, trigger_methods = flow._listeners[method_name]
|
||||
for trigger in trigger_methods:
|
||||
if trigger in flow._methods:
|
||||
counts[trigger] += 1
|
||||
return counts
|
||||
|
||||
|
||||
def build_ancestor_dict(flow):
|
||||
ancestors = {node: set() for node in flow._methods}
|
||||
visited = set()
|
||||
for node in flow._methods:
|
||||
if node not in visited:
|
||||
dfs_ancestors(node, ancestors, visited, flow)
|
||||
return ancestors
|
||||
|
||||
|
||||
def dfs_ancestors(node, ancestors, visited, flow):
|
||||
if node in visited:
|
||||
return
|
||||
visited.add(node)
|
||||
|
||||
# Handle regular listeners
|
||||
for listener_name, (_, trigger_methods) in flow._listeners.items():
|
||||
if node in trigger_methods:
|
||||
ancestors[listener_name].add(node)
|
||||
ancestors[listener_name].update(ancestors[node])
|
||||
dfs_ancestors(listener_name, ancestors, visited, flow)
|
||||
|
||||
# Handle router methods separately
|
||||
if node in flow._routers.values():
|
||||
router_method_name = node
|
||||
paths = flow._router_paths.get(router_method_name, [])
|
||||
for path in paths:
|
||||
for listener_name, (_, trigger_methods) in flow._listeners.items():
|
||||
if path in trigger_methods:
|
||||
# Only propagate the ancestors of the router method, not the router method itself
|
||||
ancestors[listener_name].update(ancestors[node])
|
||||
dfs_ancestors(listener_name, ancestors, visited, flow)
|
||||
|
||||
|
||||
def is_ancestor(node, ancestor_candidate, ancestors):
|
||||
return ancestor_candidate in ancestors.get(node, set())
|
||||
|
||||
|
||||
def build_parent_children_dict(flow):
|
||||
parent_children = {}
|
||||
|
||||
# Map listeners to their trigger methods
|
||||
for listener_name, (_, trigger_methods) in flow._listeners.items():
|
||||
for trigger in trigger_methods:
|
||||
if trigger not in parent_children:
|
||||
parent_children[trigger] = []
|
||||
if listener_name not in parent_children[trigger]:
|
||||
parent_children[trigger].append(listener_name)
|
||||
|
||||
# Map router methods to their paths and to listeners
|
||||
for router_method_name, paths in flow._router_paths.items():
|
||||
for path in paths:
|
||||
# Map router method to listeners of each path
|
||||
for listener_name, (_, trigger_methods) in flow._listeners.items():
|
||||
if path in trigger_methods:
|
||||
if router_method_name not in parent_children:
|
||||
parent_children[router_method_name] = []
|
||||
if listener_name not in parent_children[router_method_name]:
|
||||
parent_children[router_method_name].append(listener_name)
|
||||
|
||||
return parent_children
|
||||
|
||||
|
||||
def get_child_index(parent, child, parent_children):
|
||||
children = parent_children.get(parent, [])
|
||||
children.sort()
|
||||
return children.index(child)
|
||||
132
src/crewai/flow/visualization_utils.py
Normal file
132
src/crewai/flow/visualization_utils.py
Normal file
@@ -0,0 +1,132 @@
|
||||
from .utils import (
|
||||
build_ancestor_dict,
|
||||
build_parent_children_dict,
|
||||
get_child_index,
|
||||
is_ancestor,
|
||||
)
|
||||
|
||||
|
||||
def compute_positions(flow, node_levels, y_spacing=150, x_spacing=150):
|
||||
level_nodes = {}
|
||||
node_positions = {}
|
||||
|
||||
for method_name, level in node_levels.items():
|
||||
level_nodes.setdefault(level, []).append(method_name)
|
||||
|
||||
for level, nodes in level_nodes.items():
|
||||
x_offset = -(len(nodes) - 1) * x_spacing / 2 # Center nodes horizontally
|
||||
for i, method_name in enumerate(nodes):
|
||||
x = x_offset + i * x_spacing
|
||||
y = level * y_spacing
|
||||
node_positions[method_name] = (x, y)
|
||||
|
||||
return node_positions
|
||||
|
||||
|
||||
def add_edges(net, flow, node_positions, colors):
|
||||
ancestors = build_ancestor_dict(flow)
|
||||
parent_children = build_parent_children_dict(flow)
|
||||
|
||||
for method_name in flow._listeners:
|
||||
condition_type, trigger_methods = flow._listeners[method_name]
|
||||
is_and_condition = condition_type == "AND"
|
||||
|
||||
for trigger in trigger_methods:
|
||||
if trigger in flow._methods or trigger in flow._routers.values():
|
||||
is_router_edge = any(
|
||||
trigger in paths for paths in flow._router_paths.values()
|
||||
)
|
||||
edge_color = colors["router_edge"] if is_router_edge else colors["edge"]
|
||||
|
||||
is_cycle_edge = is_ancestor(trigger, method_name, ancestors)
|
||||
parent_has_multiple_children = len(parent_children.get(trigger, [])) > 1
|
||||
needs_curvature = is_cycle_edge or parent_has_multiple_children
|
||||
|
||||
if needs_curvature:
|
||||
source_pos = node_positions.get(trigger)
|
||||
target_pos = node_positions.get(method_name)
|
||||
|
||||
if source_pos and target_pos:
|
||||
dx = target_pos[0] - source_pos[0]
|
||||
smooth_type = "curvedCCW" if dx <= 0 else "curvedCW"
|
||||
index = get_child_index(trigger, method_name, parent_children)
|
||||
edge_smooth = {
|
||||
"type": smooth_type,
|
||||
"roundness": 0.2 + (0.1 * index),
|
||||
}
|
||||
else:
|
||||
edge_smooth = {"type": "cubicBezier"}
|
||||
else:
|
||||
edge_smooth = False
|
||||
|
||||
edge_style = {
|
||||
"color": edge_color,
|
||||
"width": 2,
|
||||
"arrows": "to",
|
||||
"dashes": True if is_router_edge or is_and_condition else False,
|
||||
"smooth": edge_smooth,
|
||||
}
|
||||
|
||||
net.add_edge(trigger, method_name, **edge_style)
|
||||
|
||||
for router_method_name, paths in flow._router_paths.items():
|
||||
for path in paths:
|
||||
for listener_name, (
|
||||
condition_type,
|
||||
trigger_methods,
|
||||
) in flow._listeners.items():
|
||||
if path in trigger_methods:
|
||||
is_cycle_edge = is_ancestor(trigger, method_name, ancestors)
|
||||
parent_has_multiple_children = (
|
||||
len(parent_children.get(router_method_name, [])) > 1
|
||||
)
|
||||
needs_curvature = is_cycle_edge or parent_has_multiple_children
|
||||
|
||||
if needs_curvature:
|
||||
source_pos = node_positions.get(router_method_name)
|
||||
target_pos = node_positions.get(listener_name)
|
||||
|
||||
if source_pos and target_pos:
|
||||
dx = target_pos[0] - source_pos[0]
|
||||
smooth_type = "curvedCCW" if dx <= 0 else "curvedCW"
|
||||
index = get_child_index(
|
||||
router_method_name, listener_name, parent_children
|
||||
)
|
||||
edge_smooth = {
|
||||
"type": smooth_type,
|
||||
"roundness": 0.2 + (0.1 * index),
|
||||
}
|
||||
else:
|
||||
edge_smooth = {"type": "cubicBezier"}
|
||||
else:
|
||||
edge_smooth = False
|
||||
|
||||
edge_style = {
|
||||
"color": colors["router_edge"],
|
||||
"width": 2,
|
||||
"arrows": "to",
|
||||
"dashes": True,
|
||||
"smooth": edge_smooth,
|
||||
}
|
||||
net.add_edge(router_method_name, listener_name, **edge_style)
|
||||
|
||||
|
||||
def add_nodes_to_network(net, flow, node_positions, node_styles):
|
||||
for method_name, (x, y) in node_positions.items():
|
||||
method = flow._methods.get(method_name)
|
||||
if hasattr(method, "__is_start_method__"):
|
||||
node_style = node_styles["start"]
|
||||
elif hasattr(method, "__is_router__"):
|
||||
node_style = node_styles["router"]
|
||||
else:
|
||||
node_style = node_styles["method"]
|
||||
|
||||
net.add_node(
|
||||
method_name,
|
||||
label=method_name,
|
||||
x=x,
|
||||
y=y,
|
||||
fixed=True,
|
||||
physics=False,
|
||||
**node_style,
|
||||
)
|
||||
Reference in New Issue
Block a user