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feat: add use_udfs with WriteCodeWithTools.

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刘棒棒 2023-12-19 18:23:21 +08:00
parent c7335419ce
commit 6ed432205b
1 changed files with 17 additions and 4 deletions
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21
metagpt/roles/ml_engineer.py
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@ -48,7 +48,7 @@ class MLEngineer(Role):
self.plan = Plan(goal=goal)
self.use_tools = False
self.make_udfs = False
self.make_udfs = False # user-defined functions
self.use_udfs = False
self.use_code_steps = False
self.execute_code = ExecutePyCode()
@ -171,7 +171,17 @@ class MLEngineer(Role):
elif not self.use_tools or self.plan.current_task.task_type == "other":
if self.use_udfs:
# use user-defined function tools.
pass
from metagpt.tools.functions.libs.udf import UDFS_YAML
logger.warning("Writing code with user-defined function tools...")
logger.info(f"Local user defined function as following:\
\n{json.dumps(list(UDFS_YAML.keys()), indent=2, ensure_ascii=False)}")
tool_context, code = await WriteCodeWithTools(schema_path=UDFS_YAML).run(
context=context,
plan=self.plan,
column_info=self.data_desc.get("column_info", ""),
)
debug_context = tool_context
cause_by = WriteCodeWithTools
else:
logger.info("Write code with pure generation")
code = await WriteCodeByGenerate().run(
@ -180,8 +190,10 @@ class MLEngineer(Role):
debug_context = [self.get_useful_memories(task_exclude_field={'result', 'code_steps'})[0]]
cause_by = WriteCodeByGenerate
if self.make_udfs and len(code.split('\n')) > 2:
if self.make_udfs and len(code.split('\n')) > 4:
# make and save user-defined function tools.
logger.warning(f"Making tools for task_id {self.plan.current_task_id}: \
`{self.plan.current_task.instruction}` \n code {code}")
make_tools = MakeTools()
code_prompt = f"The following code is about {self.plan.current_task.instruction},\
convert it to be a General Function, {code}"
@ -299,7 +311,8 @@ if __name__ == "__main__":
async def main(requirement: str = requirement, auto_run: bool = True):
role = MLEngineer(goal=requirement, auto_run=auto_run)
role.make_udfs = True
role.make_udfs = False
role.use_udfs = True
await role.run(requirement)
fire.Fire(main)