mirror of
https://github.com/elder-plinius/AutoTemp.git
synced 2026-02-12 17:22:46 +00:00
84 lines
3.7 KiB
Python
84 lines
3.7 KiB
Python
import openai
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from termcolor import colored
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from dotenv import load_dotenv
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import os
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import re
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# Load environment variables from .env file
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load_dotenv()
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class AutoTemp:
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def __init__(self, default_temp=0.0, alt_temps=None, auto_select=True):
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self.api_key = os.getenv('OPENAI_API_KEY')
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openai.api_key = self.api_key
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self.default_temp = default_temp
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self.alt_temps = alt_temps if alt_temps else [0.2, 0.4, 0.6, 0.8, 1.0, 1.2, 1.4]
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self.auto_select = auto_select
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def ask_user_feedback(self, text):
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print(colored("Generated text:", "green"))
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print(colored(text, "white"))
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feedback = input(colored("Are you satisfied with this output? (yes/no): ", "green"))
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return feedback.lower() == 'yes'
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def present_options_to_user(self, outputs):
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print(colored("Alternative outputs:", "green"))
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for temp, output in outputs.items():
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print(colored(f"Temperature {temp}:", "green") + colored(f" {output}", "blue"))
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chosen_temp = float(input(colored("Choose the temperature of the output you like: ", "green")))
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return outputs.get(chosen_temp, "Invalid temperature chosen.")
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def generate_with_chat(self, prompt, temperature):
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try:
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response = openai.ChatCompletion.create(
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model="gpt-3.5-turbo",
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messages=[{"role": "system", "content": "You are a helpful assistant."},
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{"role": "user", "content": prompt}],
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temperature=temperature
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)
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message = response['choices'][0]['message']['content']
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return message.strip()
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except Exception as e:
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print(colored(f"Error generating text at temperature {temperature}: {e}", "red"))
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return None
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def run(self, prompt):
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initial_output_text = self.generate_with_chat(prompt, self.default_temp)
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user_satisfied = self.ask_user_feedback(initial_output_text)
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if user_satisfied:
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return initial_output_text
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else:
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outputs = {}
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scores = {}
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for temp in self.alt_temps:
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output_text = self.generate_with_chat(prompt, temp)
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if output_text:
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outputs[temp] = output_text
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eval_prompt = f"You are a task output evaluator. Rate the quality of the following output on a scale from 0 to 1000. Output only an integer. The output is: {output_text}"
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score_text = self.generate_with_chat(eval_prompt, 0)
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score_match = re.search(r'\d+', score_text)
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if score_match:
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scores[temp] = int(score_match.group())
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print(colored(f"Score for temperature {temp}: {scores[temp]}", "yellow"))
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else:
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print(colored(f"Unable to parse score for temperature {temp}. Received: {score_text}", "red"))
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scores[temp] = 0
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if self.auto_select:
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best_temp = max(scores, key=scores.get, default=self.default_temp)
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chosen_output = outputs.get(best_temp, "No valid outputs generated.")
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print(colored(f"Automatically selected output from Temperature {best_temp}:", "green"))
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print(colored(chosen_output, "white"))
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return chosen_output
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else:
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chosen_output = self.present_options_to_user(outputs)
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return chosen_output
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if __name__ == "__main__":
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agent = AutoTemp(auto_select=True) # Set auto_select to False if you want manual selection
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prompt = "Code a simple new innovative video game that I can play in browser"
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final_output = agent.run(prompt)
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print(final_output)
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