Create autotemp.py

playground/models/autotemp.py

@@ -0,0 +1,64 @@
+from swarms.models import OpenAIChat  # Replace with your actual OpenAIChat import
+from termcolor import colored
+
+class MultiTempAgent:
+    def __init__(self, api_key, default_temp=0.5, alt_temps=None, auto_select=True):
+        self.api_key = api_key
+        self.default_temp = default_temp
+        self.alt_temps = alt_temps if alt_temps else [0.1, 0.3, 0.7, 0.9]  # Default alternative temperatures
+        self.auto_select = auto_select
+
+    def ask_user_feedback(self, text):
+        print(colored("Generated text:", "green"))
+        print(colored(text, "white"))
+        feedback = input(colored("Are you satisfied with this output? (yes/no): ", "green"))
+        return feedback.lower() == 'yes'
+
+    def present_options_to_user(self, outputs):
+        print(colored("Alternative outputs:", "green"))
+        for temp, output in outputs.items():
+            print(colored(f"Temperature {temp}:", "green") + colored(f" {output}", "blue"))
+        chosen_temp = float(input(colored("Choose the temperature of the output you like: ", "green")))
+        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)
+        except Exception as e:
+            print(colored(f"Error generating initial output: {e}", "red"))
+            initial_output = None
+
+        user_satisfied = self.ask_user_feedback(initial_output)
+
+        if user_satisfied:
+            return initial_output
+        else:
+            outputs = {}
+            scores = {}
+            for temp in self.alt_temps:
+                try:
+                    llm = OpenAIChat(openai_api_key=self.api_key, temperature=temp)
+                    outputs[temp] = llm(prompt)
+                    eval_prompt = f"Rate the quality of the following output for our specific task on a scale from 1 to 10. Output only an integer. The output is: {outputs[temp]}"
+                    score_str = llm(eval_prompt)
+                    scores[temp] = int(score_str.strip())
+                except Exception as e:
+                    print(colored(f"Error generating text at temperature {temp}: {e}", "red"))
+                    outputs[temp] = None
+                    scores[temp] = 0
+
+            if self.auto_select:
+                best_temp = max(scores, key=scores.get)
+                print(colored(f"Automatically selected output from Temperature {best_temp}:", "green"))
+                print(colored(outputs[best_temp], "white"))
+                return outputs[best_temp]
+            else:
+                chosen_output = self.present_options_to_user(outputs)
+                return chosen_output
+
+if __name__ == "__main__":
+    api_key = "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"  # Your OpenAI API key here
+    agent = MultiTempAgent(api_key, auto_select=True)  # Set auto_select to False if you want manual selection
+    prompt = "Write a creative short story about a purple dragon"
+    final_output = agent.run(prompt)