A flexible Python library for generating and refining creative ideas using LLMs and embeddings.
Project description
Idealist
Idealist is a flexible Python library that leverages Large Language Models (LLMs) and embeddings to generate and refine creative ideas while avoiding repetition. It's ideal for generating unique names, themes, or any other creative content.
Features
- Dynamic Idea Generation: Customize parameters to generate a wide range of ideas.
- Uniqueness Assurance: Ensures all generated ideas are unique and not duplicated.
- Embedding Support: Uses embeddings to find and avoid similar ideas.
- Easy to Use: Simple interface with minimal setup.
Installation
You can install the library via pip:
pip install idealist
Usage
Here's a basic example of how to use the IdeaGenerator class:
from idea_generator import IdeaGenerator
import os
def main():
# Set up environment variables for API keys
os.environ["ANTHROPIC_API_KEY"] = "your_anthropic_api_key"
os.environ["OPENAI_API_KEY"] = "your_openai_api_key"
# Initialize the IdeaGenerator
generator = IdeaGenerator(
name="Pokemon Names",
description="Generate unique and creative names for Pokemon characters",
anthropic_api_key=os.getenv("ANTHROPIC_API_KEY"),
openai_api_key=os.getenv("OPENAI_API_KEY"),
max_recent_ideas=15, # Number of recent ideas to include in prompts
debug=False # Set to True for detailed logs
)
# Setup parameters
parameters = {
"name": "Name of Pokemon"
}
generator.setup_parameters(parameters)
# Generate ideas
for i in range(5):
idea = generator.generate_idea()
if idea:
print(f"Idea #{i+1}: {idea.get('name')}")
else:
print(f"Failed to generate Idea #{i+1}")
if __name__ == "__main__":
main()
API Reference
IdeaGenerator Class
__init__
IdeaGenerator(
name: str,
description: str,
anthropic_api_key: str,
openai_api_key: str,
max_recent_ideas: int = 20,
debug: bool = False,
generator_id: Optional[str] = None
)
- name: Name of the generator.
- description: Description of what this generator creates.
- anthropic_api_key: API key for Anthropic.
- openai_api_key: API key for OpenAI.
- max_recent_ideas: Maximum number of recent ideas to include in prompts.
- debug: Enables detailed logging if set to
True. - generator_id: Optional ID to load an existing generator.
setup_parameters
setup_parameters(parameters: Dict[str, Any])
- parameters: Dictionary defining the structure of generated ideas.
generate_idea
generate_idea() -> Dict
- Generates a new idea based on the configured parameters.
- Returns a dictionary containing the generated idea.
Contributing
Contributions are welcome! Please open an issue or submit a pull request for any improvements or bug fixes.
The GitHub repository for this project can be found at: https://github.com/yoheinakajima/idealist
License
This project is licensed under the MIT License. See the LICENSE file for details.
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