How can we help?

Search our knowledge base or browse categories below

19
Articles
9
Categories
current release
Last Updated

Overview

1

Orientation to CoopRecSys, its recommendation model families, production data stack, native acceleration, and documentation map.

Welcome to CoopRecSys

Getting Started

2

Install CoopRecSys from a wheel or source checkout, verify the native stack, and build Ary2Tower extensions locally when required.

Installation & Environment Setup
Quick Start: First Recommendation Workflow

Architecture

1

How CoopRecSys separates data access, feature engineering, configuration, model families, native kernels, fallback logic, scoring, and reporting.

Package Architecture

Models

3

Technical guide to the AryColBring model family, supported losses, native kernels, evaluation, and wheel usage.

AryColBring: Cython-Accelerated Collaborative Filtering
Ary2Tower: Two-Tower Neural Recommendation
LTR-LightGBM: Learning-to-Rank Pipeline

Data & Features

2

Detailed guidance for prepare, db, features, encoders, DuckDB, and reusable feature pipelines in CoopRecSys.

Data Preparation & Feature Engineering
Noisemaker: Splitting, Exchange & Robustness Utilities

Explainability & Dashboards

1

Overview of CoopRecSys reporting, visualization, dashboard surfaces, configuration inspection, and model diagnostics.

Explainability & Dashboard Architecture

Operations

3

Detailed guide to configuration.ini, typed configuration classes, fallback settings, LightGBM settings, and logging in CoopRecSys.

Configuration & Runtime Operations
Testing, CI/CD, and Native Build Validation
Release Engineering

Reference

5

Reference for the current ./src/cooprecsys package structure and the responsibilities of its major directories.

Current Source Tree Reference
QRates: Pseudo-Ratings & Quasi-Grade Retrieval
Configuration Files Reference
API Surface & Import Guidance

Development

1

Development workflow, model/API compatibility rules, native build expectations, documentation standards, and regression testing for CoopRecSys.

Contributing & Development Standards