repository·main·Indexed 26 days ago
https://github.com/superduper-io/superduperA framework for building compositional and declarative database-integrated AI applications and agents. SuperDuper provides a variety of plugins for integrating AI models and data backends, including support for OpenAI, Anthropic, Cohere, Jina, Llama.cpp, Sentence-Transformers, and scikit-learn, as well as data backends like MongoDB and Snowflake.
Install the superduper_torch plugin using pip to enable support for arbitrary PyTorch models, including custom pre/post-processing and training capabilities within the Superduper framework.
pip install superduper_torchInstall the superduper_transformers plugin using pip to enable native support for Hugging Face Transformers pipelines within the Superduper framework.
pip install superduper_transformersTo use vector search directly on Snowflake tables with Superduper, install the superduper_snowflake plugin via pip.
pip install superduper_snowflakeInstall the superduper_sentence_transformers plugin using pip to enable self-hosted embedding models via Sentence-Transformers in your superduper project.
pip install superduper_sentence_transformersInstall the superduper_sql plugin using pip to enable SQL database support in superduper via the ibis project.
pip install superduper_sqlInstall the superduper_sklearn plugin using pip to enable support for arbitrary scikit-learn estimators within the Superduper framework, including pre/post-processing and data-type handling.
pip install superduper_sklearnInstall the OpenAI plugin for Superduper using pip.
pip install superduper_openaiREADME.md file (including the description, installation command, API table, and examples), use the generate_readme.py script. This ensures the documentation stays in sync with the actual code implementation.Install the superduper_vllm plugin using pip to work with self-hosted LLM models via vLLM.
pip install superduper_vllmInstall the superduper_pillow plugin using pip to add Pillow support to your SuperDuper instance.
pip install superduper_pillowInstall the SuperDuper MongoDB plugin using pip.
pip install superduper_mongodbTo use Superduper, you must have Python 3.10+ installed. Installation involves three steps: installing the base framework, installing a databackend plugin, and optionally installing use-case specific plugins.
superduper-<plugin_name>)# Install the base package
pip install superduper-framework >= 0.7.0
# Install a plugin for your databackend (choose one)
pip install superduper-mongodb >= 0.7.0
# or
pip install superduper-sql >= 0.7.0
# or
pip install superduper-snowflake >= 0.7.0
# or
pip install superduper-redis >= 0.7.0
# Install additional plugins for your use-case (optional)
pip install superduper-<plugin_name>