Percona

JUNE 22, 2023

It also supports the flexibility and scalability of the database infrastructure. When planning your database HA architecture, the size of your company is a great place to start to assess your needs. This architecture spans data centers to add more layers of availability to the database cluster.

Availability 109

Availability Database Open Source Hardware 109

The Morning Paper

OCTOBER 10, 2019

As image recognition architectures are evolving quickly, we want to iterate our three specialized embeddings with modern architectures to improve our three visual search products. Model architecture. The whole model is trained using PyTorch on one p3.16xlarge Amazon EC2 instance with eight Tesla V100 graphics cards.

Latency 58

Latency Storage Architecture Traffic 58

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

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

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

IO River

NOVEMBER 2, 2023

This offers not just an audit train but an “audit trail on steroids.”‍A Advantages of Using Terraform‍From its clown-agnostic approach to its modular architecture, Terraform not only serves as the backbone of your infrastructure but does so in a way that respects the complexities of modern cloud infrastructure at scale.Â

Open Source 52

Open Source DevOps AWS Azure 52

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

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 Netflix TechBlog

APRIL 26, 2022

We built Axion primarily to remove any training-serving skew and make offline experimentation faster. Figure 1: Netflix ML Architecture Fact: A fact is data about our members or videos. We make sure there is no training/serving skew by using the same data and the code for online and offline feature generation.

Storage 187

Storage Design Scalability Latency 187

The Netflix TechBlog

MARCH 14, 2023

Much of the ML literature focuses on model training, evaluation, and scoring. Specifically, we will dive into the architecture that powers search capabilities for studio applications at Netflix. Next we will discuss the system architecture and describe how different modules interact with each other for end-to-end flow.

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

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

APRIL 27, 2011

Werner Vogels weblog on building scalable and robust distributed systems. Look inside a current textbook on software architecture, and youll find few patterns that we dont apply at Amazon. Service-oriented architecture -- or SOA -- is the fundamental building abstraction for Amazon technologies. All Things Distributed.

Technology 151

Technology Technology AWS Storage 151

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

High Scalability

OCTOBER 24, 2022

There is no structural separation as there is with a train service. You can even go old school and use non cloud-native architectures. 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

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

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