add AgentCreator and some minor formatting

This commit is contained in:
yzlin 2023-09-19 19:31:25 +08:00
parent c0ce28659d
commit fa8eb17451
4 changed files with 136 additions and 22 deletions

99
examples/agent_creator.py Normal file
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@ -0,0 +1,99 @@
'''
Filename: MetaGPT/examples/agent_creator.py
Created Date: Tuesday, September 12th 2023, 3:28:37 pm
Author: garylin2099
'''
import re
from metagpt.const import PROJECT_ROOT, WORKSPACE_ROOT
from metagpt.actions import Action
from metagpt.roles import Role
from metagpt.schema import Message
from metagpt.logs import logger
with open(PROJECT_ROOT / "examples/build_customized_agent.py", "r") as f:
# use official example script to guide AgentCreator
MULTI_ACTION_AGENT_CODE_EXAMPLE = f.read()
class CreateAgent(Action):
PROMPT_TEMPLATE = """
### BACKGROUND
You are using an agent framework called metagpt to write agents capable of different actions,
the usage of metagpt can be illustrated by the following example:
### EXAMPLE STARTS AT THIS LINE
{example}
### EXAMPLE ENDS AT THIS LINE
### TASK
Now you should create an agent with appropriate actions based on the instruction, consider carefully about
the PROMPT_TEMPLATE of all actions and when to call self._aask()
### INSTRUCTION
{instruction}
### YOUR CODE
Return ```python your_code_here ``` with NO other texts, your code:
"""
async def run(self, example: str, instruction: str):
prompt = self.PROMPT_TEMPLATE.format(example=example, instruction=instruction)
# logger.info(prompt)
rsp = await self._aask(prompt)
code_text = CreateAgent.parse_code(rsp)
return code_text
@staticmethod
def parse_code(rsp):
pattern = r'```python(.*)```'
match = re.search(pattern, rsp, re.DOTALL)
code_text = match.group(1) if match else ""
with open(WORKSPACE_ROOT / "agent_created_agent.py", "w") as f:
f.write(code_text)
return code_text
class AgentCreator(Role):
def __init__(
self,
name: str = "Matrix",
profile: str = "AgentCreator",
agent_template: str = MULTI_ACTION_AGENT_CODE_EXAMPLE,
**kwargs,
):
super().__init__(name, profile, **kwargs)
self._init_actions([CreateAgent])
self.agent_template = agent_template
async def _act(self) -> Message:
logger.info(f"{self._setting}: ready to {self._rc.todo}")
todo = self._rc.todo
msg = self._rc.memory.get()[-1]
instruction = msg.content
code_text = await CreateAgent().run(example=self.agent_template, instruction=instruction)
msg = Message(content=code_text, role=self.profile, cause_by=todo)
return msg
if __name__ == "__main__":
import asyncio
async def main():
agent_template = MULTI_ACTION_AGENT_CODE_EXAMPLE
creator = AgentCreator(agent_template=agent_template)
# msg = """Write an agent called SimpleTester that will take any code snippet (str) and return a testing code (str) for testing
# the given code snippet. Use pytest as the testing framework."""
msg = """
Write an agent called SimpleTester that will take any code snippet (str) and do the following:
1. write a testing code (str) for testing the given code snippet, save the testing code as a .py file in the current working diretory;
2. run the testing code.
You can use pytest as the testing framework.
"""
result = await creator.run(msg)
asyncio.run(main())

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@ -1,3 +1,8 @@
'''
Filename: MetaGPT/examples/build_customized_agent.py
Created Date: Tuesday, September 19th 2023, 6:52:25 pm
Author: garylin2099
'''
import re
import subprocess

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@ -1,3 +1,8 @@
'''
Filename: MetaGPT/examples/debate.py
Created Date: Tuesday, September 19th 2023, 6:52:25 pm
Author: garylin2099
'''
import asyncio
import platform
import fire
@ -8,7 +13,8 @@ from metagpt.roles import Role
from metagpt.schema import Message
from metagpt.logs import logger
class Shout(Action):
class ShoutOut(Action):
"""Action: Shout out loudly in a debate (quarrel)"""
PROMPT_TEMPLATE = """
## BACKGROUND
@ -21,7 +27,7 @@ class Shout(Action):
craft a strong and emotional response in 80 words, in {name}'s rhetoric and viewpoints, your will argue:
"""
def __init__(self, name="Shout", context=None, llm=None):
def __init__(self, name="ShoutOut", context=None, llm=None):
super().__init__(name, context, llm)
async def run(self, context: str, name: str, opponent_name: str):
@ -37,12 +43,12 @@ class Trump(Role):
def __init__(
self,
name: str = "Trump",
profile: str = "Trump",
profile: str = "Republican",
**kwargs,
):
super().__init__(name, profile, **kwargs)
self._init_actions([Shout])
self._watch([Shout])
self._init_actions([ShoutOut])
self._watch([ShoutOut])
self.name = "Trump"
self.opponent_name = "Biden"
@ -56,18 +62,18 @@ class Trump(Role):
async def _act(self) -> Message:
logger.info(f"{self._setting}: ready to {self._rc.todo}")
msg_history = self._rc.memory.get_by_actions([Shout])
msg_history = self._rc.memory.get_by_actions([ShoutOut])
context = []
for m in msg_history:
context.append(str(m))
context = "\n".join(context)
rsp = await Shout().run(context=context, name=self.name, opponent_name=self.opponent_name)
rsp = await ShoutOut().run(context=context, name=self.name, opponent_name=self.opponent_name)
msg = Message(
content=rsp,
role=self.profile,
cause_by=Shout,
cause_by=ShoutOut,
sent_from=self.name,
send_to=self.opponent_name,
)
@ -79,12 +85,12 @@ class Biden(Role):
def __init__(
self,
name: str = "Biden",
profile: str = "Biden",
profile: str = "Democrat",
**kwargs,
):
super().__init__(name, profile, **kwargs)
self._init_actions([Shout])
self._watch([BossRequirement, Shout])
self._init_actions([ShoutOut])
self._watch([BossRequirement, ShoutOut])
self.name = "Biden"
self.opponent_name = "Trump"
@ -98,18 +104,18 @@ class Biden(Role):
async def _act(self) -> Message:
logger.info(f"{self._setting}: ready to {self._rc.todo}")
msg_history = self._rc.memory.get_by_actions([BossRequirement, Shout])
msg_history = self._rc.memory.get_by_actions([BossRequirement, ShoutOut])
context = []
for m in msg_history:
context.append(str(m))
context = "\n".join(context)
rsp = await Shout().run(context=context, name=self.name, opponent_name=self.opponent_name)
rsp = await ShoutOut().run(context=context, name=self.name, opponent_name=self.opponent_name)
msg = Message(
content=rsp,
role=self.profile,
cause_by=Shout,
cause_by=ShoutOut,
sent_from=self.name,
send_to=self.opponent_name,
)
@ -119,7 +125,8 @@ class Biden(Role):
async def startup(idea: str, investment: float = 3.0, n_round: int = 5,
code_review: bool = False, run_tests: bool = False):
"""Run a startup of presidents. Watch they quarrel. :) """
"""We reuse the startup paradigm for roles to interact with each other.
Now we run a startup of presidents and watch they quarrel. :) """
company = SoftwareCompany()
company.hire([Biden(), Trump()])
company.invest(investment)
@ -127,18 +134,16 @@ async def startup(idea: str, investment: float = 3.0, n_round: int = 5,
await company.run(n_round=n_round)
def main(idea: str, investment: float = 3.0, n_round: int = 10, code_review: bool = False, run_tests: bool = False):
def main(idea: str, investment: float = 3.0, n_round: int = 10):
"""
We are a software startup comprised of AI. By investing in us, you are empowering a future filled with limitless possibilities.
:param idea: Your innovative idea, such as "Creating a snake game."
:param investment: As an investor, you have the opportunity to contribute a certain dollar amount to this AI company.
:param n_round:
:param code_review: Whether to use code review.
:param idea: Debate topic, such as "Topic: The U.S. should commit more in climate change fighting" or "Trump: Climate change is a hoax"
:param investment: contribute a certain dollar amount to watch the debate
:param n_round: maximum rounds of the debate
:return:
"""
if platform.system() == "Windows":
asyncio.set_event_loop_policy(asyncio.WindowsSelectorEventLoopPolicy())
asyncio.run(startup(idea, investment, n_round, code_review, run_tests))
asyncio.run(startup(idea, investment, n_round))
if __name__ == '__main__':

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@ -1,3 +1,8 @@
'''
Filename: MetaGPT/examples/use_off_the_shelf_agent.py
Created Date: Tuesday, September 19th 2023, 6:52:25 pm
Author: garylin2099
'''
import asyncio
from metagpt.roles.product_manager import ProductManager