Uniform access layer for LLMs
Project description
aisuite
Simple, unified interface to multiple Generative AI providers.
aisuite is an tool designed for researchers who need to evaluate and compare the responses of
multiple LLMs through a standardized interface. Based on the OpenAI interface standard, aisuite
makes it easy to interact with the most popular LLMs and compare the results of their chat based
functionality, with support for more interfaces coming in the near future.
Installation
pip install aisuite
Set up
This library provides a thin wrapper around python client libraries to interact with various Generative AI providers allowing creators to seamlessly swap out or test responses from a number of LLMs without changing their code.
To get started you will need the API Keys for the providers you intend to use and install the provider specific library to use.
The API Keys are expected to be in the host ENV and can be set manually or by using a tool such
as python-dotenv or direnv.
For example if you wanted to use Antrophic's Claude 3.5 Sonnet in addition to OpenAI's ChatGPT 4o you would first need to set the API keys:
export ANTHROPIC_API_KEY="your-anthropic-api-key"
export OPENAI_API_KEY="your-openai-api-key"
Install the respective client libraries:
pip install openai anthropic
In your python code:
import aisuite as ai
client = ai.Client()
models = ["openai:gpt-4o", "anthropic:claude-3-5-sonnet-20240620"]
messages = [
{"role": "system", "content": "Respond in Pirate English."},
{"role": "user", "content": "Tell me a joke."},
]
for model in models:
response = client.chat.completions.create(
model=model,
messages=messages,
temperature=0.75
)
print(response.choices[0].message.content)
For more examples, check out the examples directory where you will find several
notebooks that you can run to experiment with the interface.
The current list of supported providers can be found in the aisuite.providers
package.
License
aisuite is released under the MIT License. You are free to use, modify, and distribute the code for both commercial and non-commercial purposes.
Contributing
If you would like to contribute, please read our Contributing Guide
Project details
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