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Safely consume and process data.

Project description

https://github.com/lostclus/aiosafeconsumer/actions/workflows/tests.yml/badge.svg Current version on PyPi PyPI - Python Version

aiosafeconsumer is a library that provides abstractions and some implementations to consume data somewhere and process it.

Features:

  • Based on AsyncIO

  • Type annotated

  • Use logging with contextual information

Abstractions:

  • DataSource - waits for data and returns batch of records using Python generator

  • DataProcessor - accepts batch of records and precess it

  • DataTransformer - accepts batch of records and transform it and calls another processor to precess it. Extends DataProcessor

  • Worker - abstract worker. Do a long running task

  • ConsumerWorker - connects DataSource and DataProcessor. Extends Worker

  • DataWriter - base abstraction to perform data synchronization. Extends DataProcessor

Current implementations:

  • KafkaSource - read data from Kafka

  • RedisWriter - synchronize data in Redis

  • ElasticsearchWriter - synchronize data in Elasticsearch

  • WorkerPool - controller to setup and run workers in parallel. Can handle worker failures and restarts workers when it fails or exits.

Install:

pip install aiosafeconsumer

Install with Redis:

pip install aiosafeconsumer[redis]

Install with Elasticsearch:

pip install aiosafeconsumer[elasticsearch]

Links:

TODO:

  • MongoDB writer

  • PostgreSQL writer

  • ClickHouse writer

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