Create multitemp.py

Former-commit-id: b1516944dd
pull/88/head
pliny 1 year ago committed by GitHub
parent 302b352054
commit 53c14391b5

@ -0,0 +1,53 @@
from swarms.models import OpenAIChat # Replace with your actual OpenAIChat import
if __name__ == "__main__":
api_key = "" # Your OpenAI API key here
agent = MultiTempAgent(api_key)
prompt = "Write a blog post about health and wellness"
final_output = agent.run(prompt)
print("Final chosen output:")
print(final_output)
class MultiTempAgent:
def __init__(self, api_key, default_temp=0.5, alt_temps=[0.2, 0.7, 0.9]):
self.api_key = api_key
self.default_temp = default_temp
self.alt_temps = alt_temps
def ask_user_feedback(self, text):
print(f"Generated text: {text}")
feedback = input("Are you satisfied with this output? (yes/no): ")
return feedback.lower() == 'yes'
def present_options_to_user(self, outputs):
print("Alternative outputs:")
for temp, output in outputs.items():
print(f"Temperature {temp}: {output}")
chosen_temp = float(input("Choose the temperature of the output you like: "))
return outputs.get(chosen_temp, "Invalid temperature chosen.")
def run(self, prompt):
try:
llm = OpenAIChat(openai_api_key=self.api_key, temperature=self.default_temp)
initial_output = llm(prompt) # Using llm as a callable
except Exception as e:
print(f"Error generating initial output: {e}")
initial_output = None
user_satisfied = self.ask_user_feedback(initial_output)
if user_satisfied:
return initial_output
else:
outputs = {}
for temp in self.alt_temps:
try:
llm = OpenAIChat(openai_api_key=self.api_key, temperature=temp) # Re-initializing
outputs[temp] = llm(prompt) # Using llm as a callable
except Exception as e:
print(f"Error generating text at temperature {temp}: {e}")
outputs[temp] = None
chosen_output = self.present_options_to_user(outputs)
return chosen_output
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