FastStream is an asynchronous Python framework designed for building event-driven microservices. It provides a unified abstraction layer for interacting with various message brokers, enabling developers to manage event production and consumption through a consistent interface while maintaining access to native provider-specific features. The framework centers on a decorator-based routing model that binds application logic directly to broker topics, supported by a built-in dependency injection container that resolves resources at runtime. The framework distinguishes itself through its deep int
Akka is an actor model framework and distributed systems platform used to build concurrent and distributed applications. It provides a toolkit for managing multi-threaded state and behavior through asynchronous message passing, allowing developers to create concurrent applications without manual locks or synchronization. The system functions as a cluster management and event sourcing framework, automating the scaling and coordination of high-availability clusters. It enables the deployment of elastic services that coordinate workloads across multiple network nodes and ensures fault tolerance
sktime is a machine learning framework designed for time series analysis. It provides a unified interface for performing time series forecasting, classification, and anomaly detection, integrating these capabilities into a standardized toolkit compatible with the scikit-learn API. The framework allows for the construction of complex analysis workflows through model pipelining and ensemble-based aggregation. It uses adapter-based integration to wrap external time series libraries, providing a single entry point for diverse algorithmic implementations. Its capabilities cover temporal data tran
StreamAlert is a serverless, realtime data analysis framework which empowers you to ingest, analyze, and alert on data from any environment, using datasources and alerting logic you define.
Real-time stream processing for python
Die Hauptfunktionen von python-streamz/streamz sind: Time Series Analysis, Streaming Libraries.
Open-Source-Alternativen zu python-streamz/streamz sind unter anderem: airtai/faststream — FastStream is an asynchronous Python framework designed for building event-driven microservices. It provides a unified… akka/akka — Akka is an actor model framework and distributed systems platform used to build concurrent and distributed… alan-turing-institute/sktime — sktime is a machine learning framework designed for time series analysis. It provides a unified interface for… alkaline-ml/pmdarima — A statistical library designed to fill the void in Python's time series analysis capabilities, including the… angus924/minirocket — ROCKET · MINIROCKET · HYDRA. airbnb/streamalert — StreamAlert is a serverless, realtime data analysis framework which empowers you to ingest, analyze, and alert on data…