Utilize Large Language Models to Automatically Optimize Prompts for LLM Application Development
Project description
Poptimizer - Prompt Optimizer for ChatGPT
Poptimizer is a Python package designed to enhance and optimize prompts for OpenAI's ChatGPT models. It helps in refining prompts to obtain more precise and relevant responses from the AI model. This package is especially useful for developers and researchers who frequently interact with GPT models and seek to improve the quality of AI-generated content.
Features
- Prompt Optimization: Refines and clarifies prompts to improve AI responses.
- Customizable Settings: Adjust the AI's response style with temperature settings.
- Execute Optimized Prompts: Option to directly execute optimized prompts and obtain AI responses.
- Easy Integration: Designed to be easily integrated into existing Python projects.
Quick Start:
To install Poptimizer, simply use pip:
pip install poptimizer
Import the package:
from poptimizer import Poptimizer
Initialize the Poptimizer with desired temperature
poptimizer = Poptimizer(temperature=0.7)
Optimize a prompt
original_prompt = "Describe the process of photosynthesis."
optimized_prompt = poptimizer.optimize_prompt(original_prompt)
print("Optimized Prompt:", optimized_prompt)
Optionally, execute the optimized prompt
optimized_prompt, response = poptimizer.optimize_prompt(original_prompt, execute_optimized=True)
print("Response:", response)
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