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drop visualizer

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Brandon Hancock
2024-09-26 11:47:49 -04:00
parent 128872a482
commit d13716d29c
19 changed files with 583 additions and 609 deletions
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@@ -239,6 +239,24 @@ typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
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{file = "matplotlib-3.9.2.tar.gz", hash = "sha256:96ab43906269ca64a6366934106fa01534454a69e471b7bf3d79083981aaab92"},
]
[package.dependencies]
contourpy = ">=1.0.1"
cycler = ">=0.10"
fonttools = ">=4.22.0"
kiwisolver = ">=1.3.1"
numpy = ">=1.23"
packaging = ">=20.0"
pillow = ">=8"
pyparsing = ">=2.3.1"
python-dateutil = ">=2.7"
[package.extras]
dev = ["meson-python (>=0.13.1)", "numpy (>=1.25)", "pybind11 (>=2.6)", "setuptools (>=64)", "setuptools_scm (>=7)"]
[[package]]
name = "matplotlib-inline"
version = "0.1.7"
description = "Inline Matplotlib backend for Jupyter"
optional = false
python-versions = ">=3.8"
files = [
{file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
{file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
]
[package.dependencies]
traitlets = "*"
[[package]]
name = "mdurl"
version = "0.1.2"
@@ -3584,6 +4043,24 @@ files = [
{file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
]
[[package]]
name = "networkx"
version = "3.3"
description = "Python package for creating and manipulating graphs and networks"
optional = false
python-versions = ">=3.10"
files = [
{file = "networkx-3.3-py3-none-any.whl", hash = "sha256:28575580c6ebdaf4505b22c6256a2b9de86b316dc63ba9e93abde3d78dfdbcf2"},
{file = "networkx-3.3.tar.gz", hash = "sha256:0c127d8b2f4865f59ae9cb8aafcd60b5c70f3241ebd66f7defad7c4ab90126c9"},
]
[package.extras]
default = ["matplotlib (>=3.6)", "numpy (>=1.23)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
developer = ["changelist (==0.5)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
doc = ["myst-nb (>=1.0)", "numpydoc (>=1.7)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.14)", "sphinx (>=7)", "sphinx-gallery (>=0.14)", "texext (>=0.6.7)"]
extra = ["lxml (>=4.6)", "pydot (>=2.0)", "pygraphviz (>=1.12)", "sympy (>=1.10)"]
test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
[[package]]
name = "nodeenv"
version = "1.9.1"
@@ -4109,6 +4586,21 @@ files = [
[package.extras]
dev = ["jinja2"]
[[package]]
name = "parso"
version = "0.8.4"
description = "A Python Parser"
optional = false
python-versions = ">=3.6"
files = [
{file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
{file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
]
[package.extras]
qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
testing = ["docopt", "pytest"]
[[package]]
name = "pathspec"
version = "0.12.1"
@@ -4398,6 +4890,20 @@ nodeenv = ">=0.11.1"
pyyaml = ">=5.1"
virtualenv = ">=20.10.0"
[[package]]
name = "prompt-toolkit"
version = "3.0.48"
description = "Library for building powerful interactive command lines in Python"
optional = false
python-versions = ">=3.7.0"
files = [
{file = "prompt_toolkit-3.0.48-py3-none-any.whl", hash = "sha256:f49a827f90062e411f1ce1f854f2aedb3c23353244f8108b89283587397ac10e"},
{file = "prompt_toolkit-3.0.48.tar.gz", hash = "sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90"},
]
[package.dependencies]
wcwidth = "*"
[[package]]
name = "proto-plus"
version = "1.24.0"
@@ -4521,6 +5027,20 @@ all = ["apache-bookkeeper-client (>=4.16.1)", "fastavro (>=1.9.2)", "grpcio (>=1
avro = ["fastavro (>=1.9.2)"]
functions = ["apache-bookkeeper-client (>=4.16.1)", "grpcio (>=1.60.0)", "prometheus-client", "protobuf (>=3.6.1,<=3.20.3)", "ratelimit"]
[[package]]
name = "pure-eval"
version = "0.2.3"
description = "Safely evaluate AST nodes without side effects"
optional = false
python-versions = "*"
files = [
{file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
{file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
]
[package.extras]
tests = ["pytest"]
[[package]]
name = "py"
version = "1.11.0"
@@ -4827,6 +5347,20 @@ pyyaml = "*"
[package.extras]
extra = ["pygments (>=2.12)"]
[[package]]
name = "pyparsing"
version = "3.1.4"
description = "pyparsing module - Classes and methods to define and execute parsing grammars"
optional = false
python-versions = ">=3.6.8"
files = [
{file = "pyparsing-3.1.4-py3-none-any.whl", hash = "sha256:a6a7ee4235a3f944aa1fa2249307708f893fe5717dc603503c6c7969c070fb7c"},
{file = "pyparsing-3.1.4.tar.gz", hash = "sha256:f86ec8d1a83f11977c9a6ea7598e8c27fc5cddfa5b07ea2241edbbde1d7bc032"},
]
[package.extras]
diagrams = ["jinja2", "railroad-diagrams"]
[[package]]
name = "pypdf"
version = "4.3.1"
@@ -5920,6 +6454,25 @@ postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
pymysql = ["pymysql"]
sqlcipher = ["sqlcipher3_binary"]
[[package]]
name = "stack-data"
version = "0.6.3"
description = "Extract data from python stack frames and tracebacks for informative displays"
optional = false
python-versions = "*"
files = [
{file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
{file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
]
[package.dependencies]
asttokens = ">=2.1.0"
executing = ">=1.2.0"
pure-eval = "*"
[package.extras]
tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
[[package]]
name = "starlette"
version = "0.38.5"
@@ -6226,6 +6779,21 @@ notebook = ["ipywidgets (>=6)"]
slack = ["slack-sdk"]
telegram = ["requests"]
[[package]]
name = "traitlets"
version = "5.14.3"
description = "Traitlets Python configuration system"
optional = false
python-versions = ">=3.8"
files = [
{file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
{file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
]
[package.extras]
docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
[[package]]
name = "trio"
version = "0.26.2"
@@ -6604,6 +7172,17 @@ files = [
[package.dependencies]
anyio = ">=3.0.0"
[[package]]
name = "wcwidth"
version = "0.2.13"
description = "Measures the displayed width of unicode strings in a terminal"
optional = false
python-versions = "*"
files = [
{file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
{file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
]
[[package]]
name = "webencodings"
version = "0.5.1"
@@ -7023,4 +7602,4 @@ tools = ["crewai-tools"]
[metadata]
lock-version = "2.0"
python-versions = ">=3.10,<=3.13"
content-hash = "80b7909ba10f19ffeeac6d6ce3c802158c75ff4328da0379549c28c054bd16eb"
content-hash = "4e6d5c650af9d92ac2638adfd3c905689f498c7b7a541326baeb8b2150e12cfb"

3
pyproject.toml
View File

@@ -33,6 +33,9 @@ auth0-python = "^4.7.1"
poetry = "^1.8.3"
litellm = "^1.44.22"
graphviz = "^0.20.3"
matplotlib = "^3.9.2"
networkx = "^3.3"
ipython = "^8.27.0"
[tool.poetry.extras]
tools = ["crewai-tools"]

52
src/crewai/flow/basic_flow.py
View File

@@ -1,52 +0,0 @@
import asyncio
from crewai.flow.flow import Flow, listen, start
from litellm import completion
class ExampleFlow(Flow):
model = "gpt-4o-mini"
@start()
def generate_city(self):
print("Starting flow")
response = completion(
model=self.model,
messages=[
{
"role": "user",
"content": "Return the name of a random city in the world.",
},
],
)
random_city = response["choices"][0]["message"]["content"]
print(f"Random City: {random_city}")
return random_city
@listen(generate_city)
def generate_fun_fact(self, random_city):
response = completion(
model=self.model,
messages=[
{
"role": "user",
"content": f"Tell me a fun fact about {random_city}",
},
],
)
fun_fact = response["choices"][0]["message"]["content"]
return fun_fact
async def main():
flow = ExampleFlow()
result = await flow.kickoff()
print(f"Generated fun fact: {result}")
asyncio.run(main())

1
src/crewai/flow/decorators.py
View File

@@ -1 +0,0 @@
# TODO:

13
src/crewai/flow/examples/context.py
View File

@@ -1,13 +0,0 @@
from crewai.flows import Flow, end_job, start_job # type: ignore
class SimpleFlow(Flow):
@start_job()
async def research(self, topic: str) -> str:
print(f"Researching {topic}...")
return f"Full report on {topic}..."
@end_job("research")
async def write_post(self, report: str) -> str:
return f"Post written: {report}"

17
src/crewai/flow/examples/longer.py
View File

@@ -1,17 +0,0 @@
from crewai.flows import Flow, end_job, job, start_job # type: ignore
class LongerFlow(Flow):
@start_job()
async def research(self, topic: str) -> str:
print(f"Researching {topic}...")
return f"Full report on {topic}..."
@job("research")
async def edit_report(self, report: str) -> str:
return f"Edited report: {report}"
@end_job("edit_report")
async def write_post(self, report: str) -> str:
return f"Post written: {report}"

22
src/crewai/flow/examples/router.py
View File

@@ -1,22 +0,0 @@
from typing import Tuple
from crewai.flows import Flow, end_job, router, start_job # type: ignore
class RouterFlow(Flow):
@start_job()
@router()
async def classify_email(self, report: str) -> Tuple[str, str]:
if "urgent" in report:
return "urgent", report
return "normal", report
@end_job("urgent")
async def write_urgent_email(self, report: str) -> str:
return f"Urgent Email Response: {report}"
@end_job("normal")
async def write_normal_email(self, report: str) -> str:
return f"Normal Email Response: {report}"

13
src/crewai/flow/examples/simple.py
View File

@@ -1,13 +0,0 @@
from crewai.flows import Flow, end_job, start_job # type: ignore
class SimpleFlow(Flow):
@start_job()
async def research(self, topic: str) -> str:
print(f"Researching {topic}...")
return f"Full report on {topic}..."
@end_job("research")
async def write_post(self, report: str) -> str:
return f"Post written: {report}"

19
src/crewai/flow/examples/simple_with_crew.py
View File

@@ -1,19 +0,0 @@
from crewai.flows import Flow, end_job, job, start_job # type: ignore
class SimpleFlow(Flow):
@start_job()
async def research_crew(self, topic: str) -> str:
result = research_crew.kickoff(inputs={topic: topic})
return result.raw
@job("research_crew")
async def create_x_post(self, research: str) -> str:
result = x_post_crew.kickoff(inputs={research: research})
return result.raw
@end_job("research")
async def post_to_x(self, post: str) -> None:
# TODO: Post to X
return None

101
src/crewai/flow/flow.py
View File

@@ -2,7 +2,6 @@ import asyncio
import inspect
from typing import Any, Callable, Dict, Generic, List, Set, Type, TypeVar, Union
import graphviz
from pydantic import BaseModel
T = TypeVar("T", bound=Union[BaseModel, Dict[str, Any]])
@@ -251,103 +250,3 @@ class Flow(Generic[T], metaclass=FlowMeta):
import traceback
traceback.print_exc()
def visualize(self, filename="flow_graph"):
dot = graphviz.Digraph(comment="Flow Graph", engine="dot")
dot.attr(
rankdir="TB", size="20,20", splines="curved"
) # Changed to curved splines
# Color scheme (using company colors)
colors = {
"bg": "#FFFFFF",
"start": "#FF5A50",
"method": "#333333",
"router_outline": "#FF5A50",
"edge": "#333333",
"text": "#FFFFFF",
}
dot.attr(bgcolor=colors["bg"])
# Add nodes for each relevant method
for method_name, method in self._methods.items():
if (
hasattr(method, "__is_start_method__")
or method_name in self._listeners
or method_name in self._routers.values()
):
shape = "rectangle"
style = "filled,rounded"
fillcolor = colors["method"]
if hasattr(method, "__is_start_method__"):
fillcolor = colors["start"]
dot.node(
method_name,
method_name,
shape=shape,
style=style,
fillcolor=fillcolor,
fontcolor=colors["text"],
penwidth="2",
)
# Add edges and enhanced router representation
for method_name, method in self._methods.items():
if method_name in self._listeners:
condition_type, trigger_methods = self._listeners[method_name]
for trigger in trigger_methods:
if condition_type == "AND":
dot.edge(
trigger,
method_name,
color=colors["edge"],
style="dashed",
penwidth="2",
)
else: # OR condition
dot.edge(
trigger, method_name, color=colors["edge"], penwidth="2"
)
if method_name in self._routers.values():
for trigger, router in self._routers.items():
if router == method_name:
# Create a subgraph for the router and its outputs
subgraph_name = f"cluster_{method_name}"
subgraph = graphviz.Digraph(name=subgraph_name)
subgraph.attr(
label="",
style="filled,rounded",
color=colors["router_outline"],
fillcolor=colors["method"],
penwidth="3",
) # Changed to solid line and increased penwidth
# Router label (method name) and outputs
label = f"{method_name}\\n\\nPossible outcomes:\\n• Success\\n• Failure"
subgraph.node(
method_name,
label,
shape="plaintext",
fontcolor=colors["text"],
)
# Add the subgraph to the main graph
dot.subgraph(subgraph)
# Connect trigger to router (to the border of the subgraph)
dot.edge(
trigger,
method_name,
color=colors["edge"],
style="solid",
penwidth="2",
lhead=subgraph_name,
)
# Render and save the graph
dot.render(filename, format="png", cleanup=True, view=True)
print(f"Graph saved as {filename}.png")

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26
src/crewai/flow/flow_output_test.py
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import asyncio
from crewai.flow.flow import Flow, listen, start
class OutputExampleFlow(Flow):
@start()
async def first_method(self):
return "Output from first_method"
@listen(first_method)
async def second_method(self, first_output):
return f"Second method received: {first_output}"
async def main():
flow = OutputExampleFlow()
outputs = await flow.kickoff()
print("---- Flow Outputs ----")
print(outputs)
print(" FLOW STATE POST RUN")
print(flow.state)
asyncio.run(main())

119
src/crewai/flow/large_flow.py
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import asyncio
from crewai.flow.flow import Flow, listen, start
class BinaryBranchingFlow(Flow):
@start()
def start_method(self):
print("Starting the binary branching flow")
self.state["counter"] = 1
return "Start result"
# Level 1
@listen(start_method)
def first_branch_left(self):
print("First branch (left)")
self.state["counter"] += 1
return "First branch left result"
@listen(start_method)
def first_branch_right(self):
print("First branch (right)")
self.state["counter"] += 1
return "First branch right result"
# Level 2 - Left Branch
@listen(first_branch_left)
def second_branch_left_left(self):
print("Second branch from first left (left)")
self.state["counter"] += 1
return "Second branch left left result"
@listen(first_branch_left)
def second_branch_left_right(self):
print("Second branch from first left (right)")
self.state["counter"] += 1
return "Second branch left right result"
# Level 2 - Right Branch
@listen(first_branch_right)
def second_branch_right_left(self):
print("Second branch from first right (left)")
self.state["counter"] += 1
return "Second branch right left result"
@listen(first_branch_right)
def second_branch_right_right(self):
print("Second branch from first right (right)")
self.state["counter"] += 1
return "Second branch right right result"
# Level 3 - Left Left Branch
@listen(second_branch_left_left)
def third_branch_left_left_left(self):
print("Third branch from second left left (left)")
self.state["counter"] += 1
return "Third branch left left left result"
@listen(second_branch_left_left)
def third_branch_left_left_right(self):
print("Third branch from second left left (right)")
self.state["counter"] += 1
return "Third branch left left right result"
# Level 3 - Left Right Branch
@listen(second_branch_left_right)
def third_branch_left_right_left(self):
print("Third branch from second left right (left)")
self.state["counter"] += 1
return "Third branch left right left result"
@listen(second_branch_left_right)
def third_branch_left_right_right(self):
print("Third branch from second left right (right)")
self.state["counter"] += 1
return "Third branch left right right result"
# Level 3 - Right Left Branch
@listen(second_branch_right_left)
def third_branch_right_left_left(self):
print("Third branch from second right left (left)")
self.state["counter"] += 1
return "Third branch right left left result"
@listen(second_branch_right_left)
def third_branch_right_left_right(self):
print("Third branch from second right left (right)")
self.state["counter"] += 1
return "Third branch right left right result"
# Level 3 - Right Right Branch
@listen(second_branch_right_right)
def third_branch_right_right_left(self):
print("Third branch from second right right (left)")
self.state["counter"] += 1
return "Third branch right right left result"
@listen(second_branch_right_right)
def third_branch_right_right_right(self):
print("Third branch from second right right (right)")
self.state["counter"] += 1
return "Third branch right right right result"
# Final method for visualization
@listen(third_branch_left_left_left) # This is the deepest branch in the tree
def final_method(self):
print("Final method reached!")
print(f"Final counter value: {self.state['counter']}")
return "Final result"
async def main():
flow = BinaryBranchingFlow()
# Uncomment this if you want to run the flow with kickoff
# await flow.kickoff()
flow.visualize()
asyncio.run(main())

44
src/crewai/flow/structured_test_flow.py
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@@ -1,44 +0,0 @@
import asyncio
from crewai.flow.flow import Flow, listen, start
from pydantic import BaseModel
class ExampleState(BaseModel):
counter: int = 0
message: str = ""
class StructuredExampleFlow(Flow[ExampleState]):
@start()
async def start_method(self):
print("Starting the structured flow")
print(f"State in start_method: {self.state}")
self.state.message = "Hello from structured flow"
print(f"State after start_method: {self.state}")
return "Start result"
@listen(start_method)
async def second_method(self):
print(f"State before increment: {self.state}")
self.state.counter += 1
self.state.message += " - updated"
print(f"State after second_method: {self.state}")
return "Second result"
@listen(start_method)
async def third_method(self):
print(f"State before increment: {self.state}")
self.state.counter += 1
self.state.message += " - updated"
print(f"State after third_method: {self.state}")
return "Third result"
async def main():
flow = StructuredExampleFlow()
await flow.kickoff()
asyncio.run(main())

27
src/crewai/flow/structured_test_flow_and.py
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@@ -1,27 +0,0 @@
import asyncio
from crewai.flow.flow import Flow, and_, listen, start
class AndExampleFlow(Flow):
@start()
def start_method(self):
self.state["greeting"] = "Hello from the start method"
@listen(start_method)
def second_method(self):
self.state["joke"] = "What do computers eat? Microchips."
@listen(and_(start_method, second_method))
def logger(self):
print("---- Logger ----")
print(self.state)
async def main():
flow = AndExampleFlow()
flow.visualize()
asyncio.run(main())

27
src/crewai/flow/structured_test_flow_or.py
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@@ -1,27 +0,0 @@
import asyncio
from crewai.flow.flow import Flow, listen, or_, start
class OrExampleFlow(Flow):
@start()
def start_method(self):
return "Hello from the start method"
@listen(start_method)
def second_method(self):
return "Hello from the second method"
@listen(or_(start_method, second_method))
def logger(self, result):
print(f"Logger: {result}")
async def main():
flow = OrExampleFlow()
flow.visualize()
# await flow.kickoff()
asyncio.run(main())

41
src/crewai/flow/structured_test_flow_router.py
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@@ -1,41 +0,0 @@
import asyncio
import random
from crewai.flow.flow import Flow, listen, router, start
from pydantic import BaseModel
class ExampleState(BaseModel):
success_flag: bool = False
class RouterFlow(Flow[ExampleState]):
@start()
async def start_method(self):
print("Starting the structured flow")
random_boolean = random.choice([True, False])
self.state.success_flag = random_boolean
@router(start_method)
async def second_method(self):
if self.state.success_flag:
return "success"
else:
return "failed"
@listen("success")
async def third_method(self):
print("Third method running")
@listen("failed")
async def fourth_method(self):
print("Fourth method running")
async def main():
flow = RouterFlow()
flow.visualize()
asyncio.run(main())

52
src/crewai/flow/super_simple_ai_flow.py
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@@ -1,52 +0,0 @@
import asyncio
from crewai.flow.flow import Flow, listen, start
from openai import OpenAI
class ExampleFlow(Flow):
client = OpenAI()
model = "gpt-4o-mini"
@start()
def generate_city(self):
print("Starting flow")
response = self.client.chat.completions.create(
model=self.model,
messages=[
{
"role": "user",
"content": "Return the name of a random city in the world.",
},
],
)
random_city = response.choices[0].message.content
print("---- Random City ----")
print(random_city)
return random_city
@listen(generate_city)
def generate_fun_fact(self, random_city):
response = self.client.chat.completions.create(
model=self.model,
messages=[
{
"role": "user",
"content": f"Tell me a fun fact about {random_city}",
},
],
)
fun_fact = response.choices[0].message.content
print("---- Fun Fact ----")
print(fun_fact)
async def main():
flow = ExampleFlow()
await flow.kickoff()
asyncio.run(main())

34
src/crewai/flow/unstructured_test_flow.py
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@@ -1,34 +0,0 @@
import asyncio
from crewai.flow.flow import Flow, listen, start
class FlexibleExampleFlow(Flow):
@start()
def start_method(self):
print("Starting the flexible flow")
self.state["counter"] = 1
return "Start result"
@listen(start_method)
def second_method(self):
print("Second method")
self.state["counter"] += 1
self.state["message"] = "Hello from flexible flow"
return "Second result"
@listen(second_method)
def third_method(self):
print("Third method")
print(f"Final counter value: {self.state["counter"]}")
print(f"Final message: {self.state["message"]}")
return "Third result"
async def main():
flow = FlexibleExampleFlow()
# await flow.kickoff()
flow.visualize()
asyncio.run(main())