{"repo":"CogitatorTech/infera","free":true,"listed":false,"github":"https://github.com/CogitatorTech/infera","clone":"git clone https://github.com/CogitatorTech/infera.git","description":"A DuckDB extension for in-database inference","language":"Rust","stars":135,"topics":["duckdb","duckdb-extension","machine-learning","rust","inference","onnx"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Infera In-Database Machine Learning for DuckDB --- Infera is a DuckDB extension that allows you to use machine learning (ML) models directly in SQL queries to perform inference on data stored in DuckDB tables. It is developed in Rust and uses Tract as the backend inference engine. Infera supports loading and running models in ONNX format. Check out the ONNX Model Zoo repository on Hugging Face for a large collection of ready-to-use models that can be used with Infera. Motivation In a conventional data science workflow, when data is stored in a database, it is not typically possible to use ML models directly on the data. Users need to move the data out of the database first (for example, export it to a CSV file) and load the data into a Python or R environment, run the model there, and then import the results back into the database. This process is time-consuming and inefficient. Infera aims to solve this problem by letting users run ML models directly in SQL queries inside the database. It simplifies the workflow and speeds up the process for users, and eliminates the need for moving data around. Features - Adds ML inference as a first-class citizen in SQL queries. - Supports loading and using local as well as remote models. - Supports using ML models in ONNX format with a simple and flexible API. - Supports performing inference on table columns or raw tensor data. - Supports both single-value and multi-value model outputs. - Supports autoloading all models from a specified d","default_branch":null,"files":null,"tree":[],"storefront":"/r/CogitatorTech","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/CogitatorTech/infera/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}