Percona

DECEMBER 4, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It is the most stable, scalable, and secure open source MySQL distribution based on Percona Server for MySQL. Percona Distribution for MySQL (PS- based variant) 8.1.0 was released.

Open Source 84

Open Source Azure Servers Programming 84

Percona

DECEMBER 27, 2023

AI and MLOps Kubernetes has become a new web server for many production AI workloads, focusing on facilitating the development and deployment of AI applications, including model training. Well, here we are – with storage autoscaling for databases in Kubernetes, slated for release in Q1, 2024 after a year of hard work.

Cloud 84

Cloud Open Source Strategy Best Practices 84

Tech News Gather

OCTOBER 7, 2023

You can review call recordings, identify areas for improvement, and train your staff to serve your customers better. Scalability As your business grows, so does the volume of incoming calls. A phone call tracking app is a scalable solution that can adapt to your evolving needs.

Strategy 52

Strategy Big Data Scalability Games 52

Dynatrace

JANUARY 17, 2024

And an O’Reilly Media survey indicated that two-thirds of survey respondents have already adopted generative AI —a form of AI that uses training data to create text, images, code, or other types of content that reflect its users’ natural language queries. AI requires more compute and storage. AI performs frequent data transfers.

Strategy 222

Strategy Artificial Intelligence Storage Cloud 222

The Netflix TechBlog

NOVEMBER 6, 2023

In order to train the model on internal training data (video clips with aligned text descriptions), we implemented a scalable version on Ray Train and switched to a more performant video decoding library. These models are trained on large amounts of image-caption pairs via in-batch contrastive learning.

Media 225

Media Social Media Tuning Efficiency 225

Adrian Cockcroft

JUNE 21, 2022

I became the Sun UK local specialist in performance and hardware, and as Sun transitioned from a desktop workstation company to sell high end multiprocessor servers I was helping customers find and fix scalability problems. I had attended these events when I was based in the UK, but became one of the organizers.

Tuning 52

Tuning Benchmarking Engineering C++ 52

The Netflix TechBlog

FEBRUARY 13, 2023

Media Feature Storage: Amber Storage Media feature computation tends to be expensive and time-consuming. This feature store is equipped with a data replication system that enables copying data to different storage solutions depending on the required access patterns.

Media 290

Media Storage Infrastructure Systems 290

Scalegrid

JANUARY 12, 2024

Storage is a critical aspect to consider when working with cloud workloads. High availability storage options within the context of cloud computing involve highly adaptable storage solutions specifically designed for storing vast amounts of data while providing easy access to it. This also aids scalability down the line.

Cloud 130

Cloud Virtualization Storage Efficiency 130

Brendan Gregg

APRIL 30, 2018

LISA originally stood for "Large Installation System Administration," where "large" meant systems with more than a gigabyte of storage, or with more than 100 users. Submit #lisa18 talk, training, panel, and demo proposals by May 24 [link]. Have something to say on the present & future of #ops? Hope to see you in Nashville!

DevOps 43

DevOps Network Best Practices Programming 43

The Netflix TechBlog

APRIL 26, 2022

We built Axion primarily to remove any training-serving skew and make offline experimentation faster. We make sure there is no training/serving skew by using the same data and the code for online and offline feature generation. Our machine learning models train on several weeks of data.

Storage 187

Storage Design Scalability Latency 187

Brendan Gregg

APRIL 29, 2018

LISA originally stood for "Large Installation System Administration," where "large" meant systems with more than a gigabyte of storage, or with more than 100 users. Submit #lisa18 talk, training, panel, and demo proposals by May 24 [link]. Have something to say on the present & future of #ops? Hope to see you in Nashville!

DevOps 40

DevOps Network Best Practices Programming 40

Percona

MARCH 23, 2023

Storage The type of storage and disk used for database servers can have a significant impact on performance and reliability. Cloud Different cloud providers offer a range of instance types and sizes, each with varying amounts of CPU, memory, and storage. Try Percona Distribution for MySQL today! References How MySQL 8.0.21

Performance 128

Performance Hardware Tuning Storage 128

Scalegrid

MAY 13, 2020

Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. High performance, query optimization, open source and polymorphic data storage are the major Greenplum advantages. Polymorphic Data Storage. At a glance – TLDR. The Greenplum Architecture. Greenplum Advantages.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Percona

OCTOBER 18, 2023

Flexibility and scalability Open source databases provide much greater flexibility regarding customization and configuration. Are you looking to enhance performance, improve scalability, cut expenses, or gain access to specific features you don’t currently have? Does anyone on my team require further training before we start?

Open Source 97

Open Source Database Hardware Strategy 97

The Netflix TechBlog

MARCH 14, 2023

Much of the ML literature focuses on model training, evaluation, and scoring. All of the text-based models in the platform are trained using English language so we translate non-English text to English. The primary searcher used in the current implementation is called Marken  — scalable annotation service built at Netflix.

Media 291

Media Innovation Energy Architecture 291

The Netflix TechBlog

DECEMBER 3, 2019

On the other hand, very few data scientists feel strongly about the nature of the data warehouse, the compute platform that trains and scores their models, or the workflow scheduler. In this hypothetical example, the flow trains two versions of a model in parallel and chooses the one with the highest score.

Open Source 232

Open Source AWS Infrastructure Energy 232

Percona

JUNE 12, 2023

Percona Distribution for MySQL is the most stable, scalable, and secure open-source MySQL distribution, with two download options: one based on Percona Server for MySQL and one based on Percona XtraDB Cluster. It is an enhanced, source-available, and highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB 5.0.18

Open Source 86

Open Source Servers Database Scalability 86

Percona

MAY 8, 2023

such as the general availability of incremental physical backups , s elective backup and restore of sharded collections , the support of parallel download of data chunks from the S3 storage , and improved deletion of old backups and point-in-time recovery oplog chunks. 14, as well as improvements in Percona Backup for MongoDB 2.1.0,

Monitoring 81

Monitoring Open Source Database Servers 81

The Netflix TechBlog

DECEMBER 3, 2019

On the other hand, very few data scientists feel strongly about the nature of the data warehouse, the compute platform that trains and scores their models, or the workflow scheduler. In this hypothetical example, the flow trains two versions of a model in parallel and chooses the one with the highest score.

Open Source 134

Open Source AWS Infrastructure Energy 134

All Things Distributed

NOVEMBER 29, 2017

Though the AWS Cloud gives you access to the storage and processing power required for ML, the process for building, training, and deploying ML models has unique challenges that often block successful use of this powerful new technology. The challenges begin with collecting, cleaning, and formatting training data.

Tuning 94

Tuning AWS Scalability Infrastructure 94

The Morning Paper

OCTOBER 10, 2019

To make all this work at scale, two important additional features are the use of subsampling to ensure scalability across hundreds of thousands of classes, and a binarization module to reduce the storage costs and prediction latency. The Flashlight, Lens, and Shop-The-Look datasets are all used as inputs to the training process.

Latency 58

Latency Storage Architecture Traffic 58

High Scalability

SEPTEMBER 14, 2018

NSF : When the HL-LHC reaches full capability in 2026, it is expected to produce more than 1 billion particle collisions every second, marking a 10-fold increase that will require a similar 10-fold increase in data processing and storage, including tools to collect, analyze, and record the most relevant events. So many more quotes.

Internet 30

Internet Internet Scalability Education 30

Percona

APRIL 10, 2023

It is the most stable, scalable, and secure open-source MySQL distribution, with two download options: one based on Percona Server for MySQL and one based on Percona XtraDB Cluster. It is an enhanced, source-available, and highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB 6.0.5 Community Edition.

Open Source 82

Open Source Servers AWS Database 82

All Things Distributed

APRIL 27, 2011

Werner Vogels weblog on building scalable and robust distributed systems. The storage systems weve pioneered demonstrate extreme scalability while maintaining tight control over performance, availability, and cost. Driving Storage Costs Down for AWS Customers. Expanding the Cloud - The AWS Storage Gateway.

Technology 151

Technology Technology AWS Storage 151

All Things Distributed

DECEMBER 13, 2016

Fraud.net use AWS to support highly scalable, big data applications that run machine learning processes for real-time analytics. Fraud.net uses AWS to build and train machine learning models in detecting online payment fraud. Fraud.net is a good example of this.

AWS 166

AWS Cloud Artificial Intelligence IoT 166

High Scalability

OCTOBER 24, 2022

There is no structural separation as there is with a train service. Without cloud services, there is no cloud because a cloud is literally defined by the services it offers. A cloud provider packages up vast pools of compute resources and resells them as cloud services.

Cloud 187

Cloud Hardware Infrastructure Innovation 187

Testsigma

OCTOBER 16, 2020

Ensuring whether the platform is reliable and scalable 5. Frequent training as a practice should be adopted in organizations to help employees regarding the responsibilities of access and use of phones, computers in order to avoid security-related issues. Determining whether the SaaS was deployed on a safe cloud server 2.

Best Practices 81

Best Practices Virtualization Cloud Architecture 81

Percona

DECEMBER 12, 2022

Release highlights include: Azure Kubernetes Service (AKS) is now an officially supported platform, so developers and vendors of the solutions based on the Azure platform can take advantage of the official support from Percona or just use officially certified Percona Operator for MySQL images; also, Azure Blob Storage can now be used for backups.

Open Source 64

Open Source Azure Database Servers 64

Percona

JUNE 22, 2023

It also supports the flexibility and scalability of the database infrastructure. This flexibility can be crucial in designing a scalable architecture. It combines synchronous replication, automatic data partitioning, and node-level failover to provide high availability and scalability.

Availability 112

Availability Database Open Source Hardware 112

IO River

NOVEMBER 2, 2023

This offers not just an audit train but an “audit trail on steroids.”‍A Beyond just VM instances, this scalability extends to other aspects of your infrastructure. ‍Version ControlFirst, let’s talk about version control, an essential aspect you stand to gain by adopting IaC.

Open Source 52

Open Source DevOps AWS Azure 52

The Netflix TechBlog

FEBRUARY 13, 2020

It brought a whole range of additional features such as spatial scalability, region of interest coding, range of supported bit-depths, flexible number of color planes, lossless coding, etc. The Alliance for Open Media (AOM) has recently extended this format to specify the storage of AV1-encoded images in its AVIF format.

Code 212

Code Metrics Efficiency Open Source 212

IO River

NOVEMBER 2, 2023

This offers not just an audit train but an “audit trail on steroids.”‍A To scale from 5 to 10 machines, you simply adjust the default value of this variable from 5 to 10 and rerun the Terraform apply command.‍Beyond just VM instances, this scalability extends to other aspects of your infrastructure.

Open Source 40

Open Source DevOps AWS Azure 40

The Morning Paper

APRIL 16, 2019

During the ten week course, students implement four different assignments: an exactly-once RPC protocol; a primary-backup system; Paxos; and a scalable, transactional key-value storage system. It highlights a case where students, perhaps trained on good TDD practices (do students get taught that these days??) The last word.

Systems 43

Systems Efficiency Testing Strategy 43

High Scalability

NOVEMBER 25, 2019

It is limited by the disk space; it can’t expand storage elastically; it chokes if you run few I/O intensive processes or try collaborating with 100 other users. Over time, costs for S3 and GCS became reasonable and with Egnyte’s storage plugin architecture, our customers can now bring in any storage backend of their choice.

Architecture 52

Architecture Cache Azure Storage 52