Mon.Sep 25, 2023

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Time Series Analysis: VAR-Model-As-A-Service Using Flask and MinIO

DZone

VAR-As-A-Service is an MLOps approach for the unification and reuse of statistical models and machine learning models deployment pipelines. It is the second of a series of articles that is built on top of that project, representing experiments with various statistical and machine learning models, data pipelines implemented using existing DAG tools, and storage services, both cloud-based and alternative on-premises solutions.

Storage 264
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pgBackRest’s Expire and Backup With Custom Lock-Path Files

Percona

PostgreSQL is a powerful and popular open source relational database management system. Ensuring the safety of your PostgreSQL data through regular backups is an important concern for database administrators. pgBackRest is a highly efficient and versatile tool for managing PostgreSQL backups. In this blog post, we’ll explore a technique to help your backup strategy: running pgBackRest’s expire and backup processes in parallel while utilizing custom lock-file paths.

Database 101
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Navigating the Skies

DZone

This is an article from DZone's 2023 Database Systems Trend Report. For more: Read the Report In today's rapidly evolving digital landscape, businesses across the globe are embracing cloud computing to streamline operations, reduce costs, and drive innovation. At the heart of this digital transformation lies the critical role of cloud databases — the backbone of modern data management.

Education 262
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Restrict MySQL Connections to Broken Replica in ProxySQL

Percona

ProxySQL is a high-performance SQL proxy, which runs as a daemon watched by a monitoring process. The process monitors the daemon and restarts it in case of a crash to minimize downtime. The daemon accepts incoming traffic from MySQL clients and forwards it to backend MySQL servers. The proxy is designed to run continuously without needing to be restarted.

Traffic 99
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Resolving Log Corruption Detected During Database Backup in SQL Server

DZone

This error usually happens when you are doing a backup of the transaction log. The error is like this one: Msg 26019, Level 16, State 1, Line 1 BACKUP detected corruption in the database log. Check the errorlog for more information. BACKUP LOG is terminating abnormally.

Database 147
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Hugging Face's Guide to Optimizing LLMs in Production

InfoQ

When it comes to deploying Large Language Models (LLMs) in production, the two major challenges originate from the huge amount of parameters they require and the necessity of handling very long input sequences to represent contextual information. Hugging Face has documented a list of techniques to tackle those hurdles based on their experience serving such models.