An introduction to the utilization of flexible Thresholds and how to adapt your checks to an ever changing Environment.
Central points:
– Where can I use flexible Thresholds
– What are the advantages and disadvantages
– Is it worth it?
Seastar is a C++ asynchronous programming framework that allows for multi-domain async programming across networking, storage I/O, and inter-core communications. It uses an event-driven model where each logical core runs a task scheduler independently. Cores communicate through queues and each core owns its own data in a "shared nothing" architecture. Seastar provides futures/promises abstractions and composable APIs for networking, storage, and more. It is applicable for high concurrency workloads involving disk and network I/O like distributed databases and object stores.
NoSQL data stores have extreme requirements for throughput, scalability, and management. Overview of the advantages of the new OSv cloud OS for NoSQL applications.
(BDT323) Amazon EBS & Cassandra: 1 Million Writes Per SecondAmazon Web Services
With the introduction of Amazon Elastic Block Store (EBS) GP2 and recent stability improvements, EBS has gained credibility in the Cassandra world for high performance workloads. By running Cassandra on Amazon EBS, you can run denser, cheaper Cassandra clusters with just as much availability as ephemeral storage instances. This talk walks through a highly detailed use case and configuration guide for a multi PetaByte, million write per second cluster that needs to be high performing and cost efficient. We explore the instance type choices, configuration, and low-level tuning that allowed us to hit 1.3 million writes per second with a replication factor of 3 on just 60 nodes.
Seastar at Linux Foundation Collaboration SummitDon Marti
We have developed a new framework, Seastar, for high-throughput server applications, along with a key-value store capable of millions of transactions per second. Seastar, which runs on OSv and Linux, is completely asynchronous and based on shared-nothing data structures that eliminate costly locking between CPUs. SeaStar is event-driven and supports writing non-blocking, asynchronous server code in a straightforward manner that facilitates debugging and reasoning about performance.
Scylla Summit 2018: Keeping Your Latency SLAs No Matter What!ScyllaDB
As a real time Big Data database, there are few things more important than keeping latencies low and bounded. Scylla has been delivering great tail latencies from our day one, but the job of making them better never ends and there is always more to do. In this talk we will explore some of the changes made to Scylla in the past few releases to help keep latencies down.
OpenNebulaConf 2016 - Icinga2 - APIFY them all by Achim Ledermüller, Netways ...OpenNebula Project
APIs build the basement for an easy integration of your tool stack. Fora simple and modern way to configure your monitoring system, Icinga2offers a secure REST interface to configure the objects and services tomonitor. After a short introduction to Icinga2 i will show a example howto combine OpenNebula and Icinga2 using VM hooks and the Icinga2 API.
The document summarizes Qihoo 360's experience deploying Ceph for storage at scale. They use Ceph RBD for virtual machine images and CephFS for a shared file system. For Ceph RBD, they have over 500 nodes across 30+ clusters storing over 1000 object storage devices. They use both full SSD and hybrid SSD/HDD clusters depending on performance needs. Their experience highlights best practices for deployment, performance, stability and operations. For CephFS, they evaluated metadata performance and discussed considerations for a production deployment.
Seastar is a C++ asynchronous programming framework that allows for multi-domain async programming across networking, storage I/O, and inter-core communications. It uses an event-driven model where each logical core runs a task scheduler independently. Cores communicate through queues and each core owns its own data in a "shared nothing" architecture. Seastar provides futures/promises abstractions and composable APIs for networking, storage, and more. It is applicable for high concurrency workloads involving disk and network I/O like distributed databases and object stores.
NoSQL data stores have extreme requirements for throughput, scalability, and management. Overview of the advantages of the new OSv cloud OS for NoSQL applications.
(BDT323) Amazon EBS & Cassandra: 1 Million Writes Per SecondAmazon Web Services
With the introduction of Amazon Elastic Block Store (EBS) GP2 and recent stability improvements, EBS has gained credibility in the Cassandra world for high performance workloads. By running Cassandra on Amazon EBS, you can run denser, cheaper Cassandra clusters with just as much availability as ephemeral storage instances. This talk walks through a highly detailed use case and configuration guide for a multi PetaByte, million write per second cluster that needs to be high performing and cost efficient. We explore the instance type choices, configuration, and low-level tuning that allowed us to hit 1.3 million writes per second with a replication factor of 3 on just 60 nodes.
Seastar at Linux Foundation Collaboration SummitDon Marti
We have developed a new framework, Seastar, for high-throughput server applications, along with a key-value store capable of millions of transactions per second. Seastar, which runs on OSv and Linux, is completely asynchronous and based on shared-nothing data structures that eliminate costly locking between CPUs. SeaStar is event-driven and supports writing non-blocking, asynchronous server code in a straightforward manner that facilitates debugging and reasoning about performance.
Scylla Summit 2018: Keeping Your Latency SLAs No Matter What!ScyllaDB
As a real time Big Data database, there are few things more important than keeping latencies low and bounded. Scylla has been delivering great tail latencies from our day one, but the job of making them better never ends and there is always more to do. In this talk we will explore some of the changes made to Scylla in the past few releases to help keep latencies down.
OpenNebulaConf 2016 - Icinga2 - APIFY them all by Achim Ledermüller, Netways ...OpenNebula Project
APIs build the basement for an easy integration of your tool stack. Fora simple and modern way to configure your monitoring system, Icinga2offers a secure REST interface to configure the objects and services tomonitor. After a short introduction to Icinga2 i will show a example howto combine OpenNebula and Icinga2 using VM hooks and the Icinga2 API.
The document summarizes Qihoo 360's experience deploying Ceph for storage at scale. They use Ceph RBD for virtual machine images and CephFS for a shared file system. For Ceph RBD, they have over 500 nodes across 30+ clusters storing over 1000 object storage devices. They use both full SSD and hybrid SSD/HDD clusters depending on performance needs. Their experience highlights best practices for deployment, performance, stability and operations. For CephFS, they evaluated metadata performance and discussed considerations for a production deployment.
(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014Amazon Web Services
"How can you reliably schedule tasks in an unreliable, autoscaling cloud environment? This presentation talks about the design of our Fenzo scheduler, built on Apache Mesos, that serves as the core of our stream-processing platform, Mantis, designed for real-time insights. We focus on the following aspects of the scheduler:
- Resource granularity
- Fault tolerance
- Bin packing, task affinity, stream locality
- Autoscaling of the cluster and of individual service jobs
- Constraints (hard and soft) for individual tasks such as zone balancing, unique, and exclusive instances
This talk also includes detailed information on a holistic approach to scheduling in a distributed, autoscaling environment to achieve both speed and advanced scheduling optimizations."
OSv presentation from Linux Foundation Collaboration SummitDon Marti
OSv is a lightweight operating system designed to improve performance and administration for applications deployed in the cloud. Learn about the speed and manageability wins from a brand-new OS that works on your private or public cloud.
Ceph Day San Jose - From Zero to Ceph in One Minute Ceph Community
Croit is a new startup that aims to simplify Ceph management. Their solution involves live booting Ceph nodes without installing an operating system, managing the entire cluster from a web interface, and allowing any employee to perform basic tasks. Croit was founded by people experienced with Ceph who encountered common problems like complex management scripts and hardware issues. Their goal is to eliminate the need for specialists by automating tasks and enabling easy scaling through a diskless architecture and centralized management portal.
This document provides an overview and agenda for a presentation on Ceph. It discusses Ceph's philosophy of being self-managing and scale-out on commodity hardware. The architecture uses CRUSH for pseudo-random placement of data and supports file, block, and object storage. It also covers Ceph's integration with CloudStack for instant provisioning of hundreds of VMs efficiently. Next steps discussed include learning more about the latest Ceph version, deploying a test cluster, and contributing to the open source project.
An introduction to the basics of primary storage in CloudStack, including a discussion of the challenges of guaranteeing storage performance in a cloud. Learn how to leverage the latest enhancements to CloudStack to enable storage administrators to deliver consistent, repeatable performance to 10s, 100s or 1,000s of application workloads in parallel. View now for a detailed look at CloudStack enhancements, the management benefits they provide, and common go-to-market approaches.
This document provides an introduction to Powershell and the Dell Command | Powershell Provider (DCPP). It discusses the history and versions of Powershell, how to get help and use the Integrated Scripting Environment. It also covers the basics of Powershell cmdlet structure and aliases. The document then introduces DCPP, which can be used to configure BIOS settings on Dell devices, and provides instructions for installing DCPP either from a zip file or using the Powershell Gallery.
CloudStack Automated Integration Testing with Marvin NetApp
Integration testing can be an intimidating task to tackle. Where do you start? What is Marvin? What is Jenkins and how does it apply to my testing efforts? How can I leverage a virtual infrastructure to minimize the number of physical hosts that are required? This presentation discusses approaches to leveraging these tools and building an automated regression test suite for a collection of ever-growing features.
10 Devops-Friendly Database Must-Haves - Dor Laor, ScyllaDB - DevOpsDays Tel ...DevOpsDays Tel Aviv
This document discusses 10 must-have features for a devops-friendly database: 1) being open source, 2) supporting multi-tenancy, 3) allowing isolated test and development environments, 4) integrating with big data technologies, 5) being resilient during failures, 6) being extensible through export/import and scripting, 7) automatically handling tuning and scaling, 8) providing consistent tail latency, 9) easily backing up and restoring data, and 10) always being available across multiple data centers. It promotes ScyllaDB as a database that has these features by providing Cassandra compatibility at Redis speeds.
The document discusses best practices for backing up MongoDB databases. It explains that backups are important for availability and recovery from data loss. There are two main types of backups: one-time snapshots that capture a point-in-time view and incremental backups that capture changes since the last snapshot. The key steps for taking a one-time snapshot of a sharded cluster are to stop the balancer, take snapshots of the config servers and secondaries of each shard, restart the balancer, and copy the snapshots. Important considerations for backups include minimizing downtime and optimizing storage efficiency.
VDO is a Linux device mapper driver that provides data deduplication and compression. It has two kernel modules that work together to provide data efficiency at the block layer and maintain the deduplication index. VDO can increase storage efficiency and reduce costs for applications like Gluster file storage. It works by creating a VDO logical volume on a block device and then creating a file system on the logical volume. Real-world testing of VDO on container images showed a data reduction of over 80%.
Cassandra Summit 2014: Down with Tweaking! Removing Tunable Complexity for Ca...DataStax Academy
Presenters: Don Marti, Glauber Costa, and Dor Laor of Cloudius Systems
The need for performance tuning of the JVM and OS is making administrators the bottleneck for Cassandra deployments--especially in virtual environments. Over the past two years, the OSv project has profiled tuning-sensitive applications with a special focus on Cassandra. Today, many of the important bottlenecks for NoSQL applications are tunable on a conventional OS, but do not require tuning in the OSv environment. OSv gives Cassandra a simpler environment, set up to run one application in a single address space. This talk will cover how to use OSv to improve performance in key areas such as JVM memory allocation and network throughput--without loading up your to-do list with difficult tuning tasks.
OSv is a new operating system designed specifically for virtual machines in cloud environments. It aims to run existing cloud applications faster than Linux by simplifying the OS design to focus on a single application per VM. OSv implements many Linux APIs for compatibility but explores new APIs and designs to further reduce overhead, such as lock-free networking and direct access to page tables. Benchmark results show OSv outperforming Linux on networking, context switching, and memory-intensive workloads.
Scylla is a new open source NoSQL database that is compatible with Apache Cassandra but provides significantly higher performance through a redesign that takes advantage of modern hardware. Scylla is capable of over 1.8 million operations per second per node with predictable low latencies. It uses an architecture with shard-per-core and reactor programming that avoids locks and threads for near-linear scaling. Scylla also has its own efficient unified cache and I/O scheduler that maximize throughput and allow it to outperform Cassandra on benchmarks by an order of magnitude. Scylla is fully compatible with Cassandra and aims to build an open source community around ongoing core database improvements.
This document discusses optimizations for CEPH storage on SSDs. It begins with an introduction to NIC tech lab and software defined storage. It then explains why SSDs provide higher performance than HDDs due to lower latency and higher parallelism. The document provides examples of optimizing the Linux IO scheduler and discusses principles of performance tuning. It describes the CEPH architecture including RADOS, CRUSH, and consistency models. It focuses on optimizations for metadata processing in BlueStore including sharding, pre-allocation, and reducing acknowledgment overhead. Overall optimizations included reducing metadata overhead, improving IO paths, using shard finishers, and optimizing the operating system.
OSv: probably the best OS for cloud workloads you've never hear ofrhatr
This document discusses OSv, an operating system designed for cloud workloads. Some key points:
- OSv is a unikernel that provides a lightweight virtualized environment optimized for individual applications and services. It aims to improve performance over traditional virtual machines.
- OSv uses application-specific static linking to include only necessary libraries, resulting in very small and fast to load "VM images". It can run existing Linux applications and services.
- Early tests show OSv providing significant improvements over Docker in network throughput and latency for network-intensive applications. It also allows new approaches to memory and process management.
- The ultimate goals of OSv include replacing virtual machines, further optimizing container-
Resource Scheduling using Apache Mesos in Cloud Native EnvironmentsSharma Podila
This document discusses using Apache Mesos for scheduling heterogeneous resources in a cloud environment. It describes Mantis, a Mesos framework for reactive stream processing. Mantis provides lightweight jobs, dynamic scaling, and custom SLAs. Fenzo is introduced as Mantis' task scheduler, which uses plugins for constraints, fitness functions, and autoscaling. Mantis allows for stream locality, backpressure handling, and job autoscaling. The document argues that Mesos provides benefits over instance-level scheduling through finer-grained resource allocation and faster task startup times.
XPDS14 - OSv - A Modern Semi-POSIX LibraryOS - Glauber Costa, Cloudius SystemsThe Linux Foundation
During last year, we have seen the rise of LibraryOSes in the hypervisor world. Fast, scalable and light, they bring to hypervisors the resource efficiency of Containers while maintaining many of its well known isolation and manageability advantages.
While most LibraryOSes are niche in what they do, OSv is designed to run almost any POSIX compliant application and just have a slight focus in the Java application. Which applications can we run? And why? What's the story with Java and what can users gain from it? And more importantly: How can Xen users and the Xen community at large benefit from OSv? Those are some of the questions that I intend to cover in this presentation.
Presentation delivered by David Smith to NY R Conference https://www.rstats.nyc/, April 2018:
Minecraft is an open-world creativity game, and a hit with kids. To get kids interested in learning to program with R, we created the "miner" package. This package is a collection of simple functions that allow you to connect with a Minecraft instance, manipulate the world within by creating blocks and controlling the player, and to detect events within the world and react accordingly.
The miner package is intended mainly for kids, to inspire them to learn R while playing Minecraft. But the development of the package also provides some useful insights into how to build an R package to interface with a persistent API, and how to instruct others on its use. In this talk I'll describe how to set up your own Minecraft server, and how to use and extend the package. I'll also provide a few examples of the package in action in a live Minecraft session.
This document compares deploying Cloud Foundry on traditional infrastructure using VMs versus deploying it on Kubernetes. It notes some pain points of the traditional approach like requiring an IaaS and difficult installation. It then introduces Kubernetes as an alternative and shows how Cloud Foundry components can be containerized and installed on Kubernetes more easily using Helm. It provides a hands-on example of deploying Cloud Foundry on an AWS Kubernetes cluster.
Cinder is OpenStack's block storage service. It provides volume storage that can be attached to OpenStack instances. Cinder uses plug-in drivers to support different storage backends and decouples the compute and storage components in OpenStack. The document discusses Cinder architecture, how it schedules volumes across multiple storage nodes, and common storage solutions like local disk, ZFS, Ceph and Sheepdog that can be used with Cinder. It also provides guidance on manually installing and configuring Cinder on a new storage node.
Big Data in Container; Hadoop Spark in Docker and MesosHeiko Loewe
3 examples for Big Data analytics containerized:
1. The installation with Docker and Weave for small and medium,
2. Hadoop on Mesos w/ Appache Myriad
3. Spark on Mesos
Presentation at March 2019 Dutch Postgres User Group Meetup on lessons learnt while migrating from Oracle to Postgres, demo'ed via vagrant test environments and using generic pgbench datasets.
(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014Amazon Web Services
"How can you reliably schedule tasks in an unreliable, autoscaling cloud environment? This presentation talks about the design of our Fenzo scheduler, built on Apache Mesos, that serves as the core of our stream-processing platform, Mantis, designed for real-time insights. We focus on the following aspects of the scheduler:
- Resource granularity
- Fault tolerance
- Bin packing, task affinity, stream locality
- Autoscaling of the cluster and of individual service jobs
- Constraints (hard and soft) for individual tasks such as zone balancing, unique, and exclusive instances
This talk also includes detailed information on a holistic approach to scheduling in a distributed, autoscaling environment to achieve both speed and advanced scheduling optimizations."
OSv presentation from Linux Foundation Collaboration SummitDon Marti
OSv is a lightweight operating system designed to improve performance and administration for applications deployed in the cloud. Learn about the speed and manageability wins from a brand-new OS that works on your private or public cloud.
Ceph Day San Jose - From Zero to Ceph in One Minute Ceph Community
Croit is a new startup that aims to simplify Ceph management. Their solution involves live booting Ceph nodes without installing an operating system, managing the entire cluster from a web interface, and allowing any employee to perform basic tasks. Croit was founded by people experienced with Ceph who encountered common problems like complex management scripts and hardware issues. Their goal is to eliminate the need for specialists by automating tasks and enabling easy scaling through a diskless architecture and centralized management portal.
This document provides an overview and agenda for a presentation on Ceph. It discusses Ceph's philosophy of being self-managing and scale-out on commodity hardware. The architecture uses CRUSH for pseudo-random placement of data and supports file, block, and object storage. It also covers Ceph's integration with CloudStack for instant provisioning of hundreds of VMs efficiently. Next steps discussed include learning more about the latest Ceph version, deploying a test cluster, and contributing to the open source project.
An introduction to the basics of primary storage in CloudStack, including a discussion of the challenges of guaranteeing storage performance in a cloud. Learn how to leverage the latest enhancements to CloudStack to enable storage administrators to deliver consistent, repeatable performance to 10s, 100s or 1,000s of application workloads in parallel. View now for a detailed look at CloudStack enhancements, the management benefits they provide, and common go-to-market approaches.
This document provides an introduction to Powershell and the Dell Command | Powershell Provider (DCPP). It discusses the history and versions of Powershell, how to get help and use the Integrated Scripting Environment. It also covers the basics of Powershell cmdlet structure and aliases. The document then introduces DCPP, which can be used to configure BIOS settings on Dell devices, and provides instructions for installing DCPP either from a zip file or using the Powershell Gallery.
CloudStack Automated Integration Testing with Marvin NetApp
Integration testing can be an intimidating task to tackle. Where do you start? What is Marvin? What is Jenkins and how does it apply to my testing efforts? How can I leverage a virtual infrastructure to minimize the number of physical hosts that are required? This presentation discusses approaches to leveraging these tools and building an automated regression test suite for a collection of ever-growing features.
10 Devops-Friendly Database Must-Haves - Dor Laor, ScyllaDB - DevOpsDays Tel ...DevOpsDays Tel Aviv
This document discusses 10 must-have features for a devops-friendly database: 1) being open source, 2) supporting multi-tenancy, 3) allowing isolated test and development environments, 4) integrating with big data technologies, 5) being resilient during failures, 6) being extensible through export/import and scripting, 7) automatically handling tuning and scaling, 8) providing consistent tail latency, 9) easily backing up and restoring data, and 10) always being available across multiple data centers. It promotes ScyllaDB as a database that has these features by providing Cassandra compatibility at Redis speeds.
The document discusses best practices for backing up MongoDB databases. It explains that backups are important for availability and recovery from data loss. There are two main types of backups: one-time snapshots that capture a point-in-time view and incremental backups that capture changes since the last snapshot. The key steps for taking a one-time snapshot of a sharded cluster are to stop the balancer, take snapshots of the config servers and secondaries of each shard, restart the balancer, and copy the snapshots. Important considerations for backups include minimizing downtime and optimizing storage efficiency.
VDO is a Linux device mapper driver that provides data deduplication and compression. It has two kernel modules that work together to provide data efficiency at the block layer and maintain the deduplication index. VDO can increase storage efficiency and reduce costs for applications like Gluster file storage. It works by creating a VDO logical volume on a block device and then creating a file system on the logical volume. Real-world testing of VDO on container images showed a data reduction of over 80%.
Cassandra Summit 2014: Down with Tweaking! Removing Tunable Complexity for Ca...DataStax Academy
Presenters: Don Marti, Glauber Costa, and Dor Laor of Cloudius Systems
The need for performance tuning of the JVM and OS is making administrators the bottleneck for Cassandra deployments--especially in virtual environments. Over the past two years, the OSv project has profiled tuning-sensitive applications with a special focus on Cassandra. Today, many of the important bottlenecks for NoSQL applications are tunable on a conventional OS, but do not require tuning in the OSv environment. OSv gives Cassandra a simpler environment, set up to run one application in a single address space. This talk will cover how to use OSv to improve performance in key areas such as JVM memory allocation and network throughput--without loading up your to-do list with difficult tuning tasks.
OSv is a new operating system designed specifically for virtual machines in cloud environments. It aims to run existing cloud applications faster than Linux by simplifying the OS design to focus on a single application per VM. OSv implements many Linux APIs for compatibility but explores new APIs and designs to further reduce overhead, such as lock-free networking and direct access to page tables. Benchmark results show OSv outperforming Linux on networking, context switching, and memory-intensive workloads.
Scylla is a new open source NoSQL database that is compatible with Apache Cassandra but provides significantly higher performance through a redesign that takes advantage of modern hardware. Scylla is capable of over 1.8 million operations per second per node with predictable low latencies. It uses an architecture with shard-per-core and reactor programming that avoids locks and threads for near-linear scaling. Scylla also has its own efficient unified cache and I/O scheduler that maximize throughput and allow it to outperform Cassandra on benchmarks by an order of magnitude. Scylla is fully compatible with Cassandra and aims to build an open source community around ongoing core database improvements.
This document discusses optimizations for CEPH storage on SSDs. It begins with an introduction to NIC tech lab and software defined storage. It then explains why SSDs provide higher performance than HDDs due to lower latency and higher parallelism. The document provides examples of optimizing the Linux IO scheduler and discusses principles of performance tuning. It describes the CEPH architecture including RADOS, CRUSH, and consistency models. It focuses on optimizations for metadata processing in BlueStore including sharding, pre-allocation, and reducing acknowledgment overhead. Overall optimizations included reducing metadata overhead, improving IO paths, using shard finishers, and optimizing the operating system.
OSv: probably the best OS for cloud workloads you've never hear ofrhatr
This document discusses OSv, an operating system designed for cloud workloads. Some key points:
- OSv is a unikernel that provides a lightweight virtualized environment optimized for individual applications and services. It aims to improve performance over traditional virtual machines.
- OSv uses application-specific static linking to include only necessary libraries, resulting in very small and fast to load "VM images". It can run existing Linux applications and services.
- Early tests show OSv providing significant improvements over Docker in network throughput and latency for network-intensive applications. It also allows new approaches to memory and process management.
- The ultimate goals of OSv include replacing virtual machines, further optimizing container-
Resource Scheduling using Apache Mesos in Cloud Native EnvironmentsSharma Podila
This document discusses using Apache Mesos for scheduling heterogeneous resources in a cloud environment. It describes Mantis, a Mesos framework for reactive stream processing. Mantis provides lightweight jobs, dynamic scaling, and custom SLAs. Fenzo is introduced as Mantis' task scheduler, which uses plugins for constraints, fitness functions, and autoscaling. Mantis allows for stream locality, backpressure handling, and job autoscaling. The document argues that Mesos provides benefits over instance-level scheduling through finer-grained resource allocation and faster task startup times.
XPDS14 - OSv - A Modern Semi-POSIX LibraryOS - Glauber Costa, Cloudius SystemsThe Linux Foundation
During last year, we have seen the rise of LibraryOSes in the hypervisor world. Fast, scalable and light, they bring to hypervisors the resource efficiency of Containers while maintaining many of its well known isolation and manageability advantages.
While most LibraryOSes are niche in what they do, OSv is designed to run almost any POSIX compliant application and just have a slight focus in the Java application. Which applications can we run? And why? What's the story with Java and what can users gain from it? And more importantly: How can Xen users and the Xen community at large benefit from OSv? Those are some of the questions that I intend to cover in this presentation.
Presentation delivered by David Smith to NY R Conference https://www.rstats.nyc/, April 2018:
Minecraft is an open-world creativity game, and a hit with kids. To get kids interested in learning to program with R, we created the "miner" package. This package is a collection of simple functions that allow you to connect with a Minecraft instance, manipulate the world within by creating blocks and controlling the player, and to detect events within the world and react accordingly.
The miner package is intended mainly for kids, to inspire them to learn R while playing Minecraft. But the development of the package also provides some useful insights into how to build an R package to interface with a persistent API, and how to instruct others on its use. In this talk I'll describe how to set up your own Minecraft server, and how to use and extend the package. I'll also provide a few examples of the package in action in a live Minecraft session.
This document compares deploying Cloud Foundry on traditional infrastructure using VMs versus deploying it on Kubernetes. It notes some pain points of the traditional approach like requiring an IaaS and difficult installation. It then introduces Kubernetes as an alternative and shows how Cloud Foundry components can be containerized and installed on Kubernetes more easily using Helm. It provides a hands-on example of deploying Cloud Foundry on an AWS Kubernetes cluster.
Cinder is OpenStack's block storage service. It provides volume storage that can be attached to OpenStack instances. Cinder uses plug-in drivers to support different storage backends and decouples the compute and storage components in OpenStack. The document discusses Cinder architecture, how it schedules volumes across multiple storage nodes, and common storage solutions like local disk, ZFS, Ceph and Sheepdog that can be used with Cinder. It also provides guidance on manually installing and configuring Cinder on a new storage node.
Big Data in Container; Hadoop Spark in Docker and MesosHeiko Loewe
3 examples for Big Data analytics containerized:
1. The installation with Docker and Weave for small and medium,
2. Hadoop on Mesos w/ Appache Myriad
3. Spark on Mesos
Presentation at March 2019 Dutch Postgres User Group Meetup on lessons learnt while migrating from Oracle to Postgres, demo'ed via vagrant test environments and using generic pgbench datasets.
The document summarizes a presentation on Citrix Provisioning Services (PVS) given at the E2E Virtualization Conference on May 14th 2011 in Dublin. The presentation covered what's new in PVS 5.6 SP1, the PVS architecture, differences between MCS and PVS in XenDesktop 5, automating and industrializing PVS deployments, considerations for virtualizing PVS, and best practices and tuning tips. It provided an overview of the topics that would be discussed rather than detailed information on any single topic.
DockerCon14 Performance Characteristics of Traditional VMs vs. Docker ContainersDocker, Inc.
Docker containers provide significantly lower resource usage than traditional virtual machines when running multiple workloads concurrently on a server.
When booting 15 Ubuntu VMs with MySQL sequentially, Docker containers finished on average 3.5 seconds per boot versus 5.8 seconds for KVMs. Docker usage of CPU, memory, and load average was also much lower when running the same workload on 15 VMs concurrently in a steady state. Specifically, Docker CPU usage averaged 0.2-0.3% versus 1.9-0.4% for KVM, with Docker using 49MB of memory per VM versus 292MB for KVM.
1) Cassandra is a distributed database management system that provides high availability with no single point of failure.
2) It is well suited for applications that need to store large amounts of structured data and can handle very high write throughput.
3) Cassandra offers easy setup, maintenance, and scalability but requires careful data modeling to achieve high performance.
Performance characteristics of traditional v ms vs docker containers (dockerc...Boden Russell
Docker containers provide significantly lower resource usage and higher density than traditional virtual machines when running multiple workloads concurrently on a server.
When booting 15 Ubuntu VMs with MySQL sequentially, Docker containers boot on average 3.5 seconds compared to 5.8 seconds for KVMs. During steady state operation of 15 active VMs, Docker uses on average 0.2% CPU and 49MB RAM per container, while KVMs use 1.9% CPU and 292MB RAM each. Docker maintains low 1-minute load averages of 0.15, while KVMs average 35.9% under load.
Improve performance and gain room to grow by easily migrating to a modern Ope...Principled Technologies
We deployed this modern environment, then migrated database VMs from legacy servers and saw performance improvements that support consolidation
Conclusion
If your organization’s transactional databases are running on gear that is several years old, you have much to gain by upgrading to modern servers with new processors and networking components and an OpenShift environment. In our testing, a modern OpenShift environment with a cluster of three Dell PowerEdge R7615 servers with 4th Generation AMD EPYC processors and high-speed 100Gb Broadcom NICs outperformed a legacy environment with MySQL VMs running on a cluster of three Dell PowerEdge R7515 servers with 3rd Generation AMD EPYC processors and 25Gb Broadcom NICs. We also easily migrated a VM from the legacy environment to the modern environment, with only a few steps required to set up and less than ten minutes of hands-on time. The performance advantage of the modern servers would allow a company to reduce the number of servers necessary to perform a given amount of database work, thus lowering operational expenditures such as power and cooling and IT staff time for maintenance. The high-speed 100Gb Broadcom NICs in this solution also give companies better network performance and networking capacity to grow as they embrace emerging technologies such as AI that put great demands on networks.
Best practices for optimizing Red Hat platforms for large scale datacenter de...Jeremy Eder
This presentation is from NVIDIA GTC DC on Oct 23, 2018:
https://youtu.be/z5gEUL6dJRI
Corresponding Press Release: https://www.redhat.com/en/about/press-releases/red-hat-nvidia-align-open-source-solutions-fuel-emerging-workloads
Blog: https://www.redhat.com/en/blog/red-hat-and-nvidia-positioning-red-hat-enterprise-linux-and-openshift-primary-platforms-artificial-intelligence-and-other-gpu-accelerated-workloads
Demo Video:
https://www.youtube.com/watch?v=9iVYjA_WJgU
A guide to deploying an initial Docker Swarm mode network and then incorporating Asterisk into that swarm. Commands, a discussion of host mode vs overlay networking, and the basics of a deployable Docker Swarm mode Stack file are all covered.
Como creamos QuestDB Cloud, un SaaS basado en Kubernetes alrededor de QuestDB...javier ramirez
QuestDB es una base de datos open source de alto rendimiento. Mucha gente nos comentaba que les gustaría usarla como servicio, sin tener que gestionar las máquinas. Así que nos pusimos manos a la obra para desarrollar una solución que nos permitiese lanzar instancias de QuestDB con provisionado, monitorización, seguridad o actualizaciones totalmente gestionadas.
Unos cuantos clusters de Kubernetes más tarde, conseguimos lanzar nuestra oferta de QuestDB Cloud. Esta charla es la historia de cómo llegamos ahí. Hablaré de herramientas como Calico, Karpenter, CoreDNS, Telegraf, Prometheus, Loki o Grafana, pero también de retos como autenticación, facturación, multi-nube, o de a qué tienes que decir que no para poder sobrevivir en la nube.
The document provides an overview and demonstration of Docker and CoreOS. It discusses how Docker allows for standardized packaging and isolation of applications and their dependencies into containers. CoreOS is introduced as a minimal Linux OS optimized for running Docker containers in highly available clusters, with automatic updates and tools for service management (Fleet) and distributed key-value storage (etcd). Examples of architectures using Docker and CoreOS are presented, along with potential benefits including more efficient application development, deployment and resource utilization.
Azure Virtual Machines Deployment ScenariosBrian Benz
Architecture and Scenarios for deploying Database and middleware applications on Azure Virtual Machines including SQL Server, Oracle, Hadoop, and others.
Ceph Day Chicago - Ceph Deployment at Target: Best Practices and Lessons LearnedCeph Community
This document summarizes lessons learned from Target's initial Ceph deployment and subsequent improvements. The initial deployment suffered from poor performance due to using unreliable SATA drives without caching. Instrumentation would have revealed issues sooner. The redesigned deployment used SSD journals and improved hardware, increasing performance 10x. Key lessons are to understand objectives, select suitable hardware, monitor metrics, and not assume Ceph can overcome poor hardware choices. Future work includes all-SSD testing and automating deployments.
TUT18972: Unleash the power of Ceph across the Data CenterEttore Simone
From SUSECon 2015: Smooth integration of emerging Software Defined Storage technologies into traditional Data Center using Fiber Channel and iSCSI as key values for success.
Bare Metal to OpenStack with Razor and ChefMatt Ray
Razor is an open source provisioning tool that was originally developed by EMC and Puppet Labs. It can discover hardware, select images to deploy, and provision nodes using model-based provisioning. The demo showed setting up a Razor appliance, adding images, models, policies, and brokers. It then deployed an OpenStack all-in-one environment to a new VM using Razor and Chef. The OpenStack cookbook walkthrough explained the roles, environments, and cookbooks used to deploy and configure OpenStack components using Chef.
Neutron Done the SDN Way
Dragonflow is an open source distributed control plane implementation of Neutron which is an integral part of OpenStack. Dragonflow introduces innovative solutions and features to implement networking and distributed network services in a manner that is both lightweight and simple to extend, yet targeted towards performance-intensive and latency-sensitive applications. Dragonflow aims at solving the performance
Addressing DHCP and DNS scalability issues in OpenStack NeutronVikram G Hosakote
This presentation is about Cisco's highly scalable, enterprise-class, DHCP driver that uses Cisco Prime Network Registrar (CPNR) to address DHCP and DNS scalability issues in OpenStack Neutron.
Deskpool making vdi cost effective for smbDongLiwu
Deskpool VDI solution is very suitable for small companies looking to control IT costs , which not only provides low cost VDI software solution, but also delivery low-cost, high performance thin client products.
Similar to OSMC 2017 | Icinga 2 + Director, flexible Thresholds with Ansible by Kevin Honka (20)
Mobile App Development Company In Noida | Drona InfotechDrona Infotech
React.js, a JavaScript library developed by Facebook, has gained immense popularity for building user interfaces, especially for single-page applications. Over the years, React has evolved and expanded its capabilities, becoming a preferred choice for mobile app development. This article will explore why React.js is an excellent choice for the Best Mobile App development company in Noida.
Visit Us For Information: https://www.linkedin.com/pulse/what-makes-reactjs-stand-out-mobile-app-development-rajesh-rai-pihvf/
Consistent toolbox talks are critical for maintaining workplace safety, as they provide regular opportunities to address specific hazards and reinforce safe practices.
These brief, focused sessions ensure that safety is a continual conversation rather than a one-time event, which helps keep safety protocols fresh in employees' minds. Studies have shown that shorter, more frequent training sessions are more effective for retention and behavior change compared to longer, infrequent sessions.
Engaging workers regularly, toolbox talks promote a culture of safety, empower employees to voice concerns, and ultimately reduce the likelihood of accidents and injuries on site.
The traditional method of conducting safety talks with paper documents and lengthy meetings is not only time-consuming but also less effective. Manual tracking of attendance and compliance is prone to errors and inconsistencies, leading to gaps in safety communication and potential non-compliance with OSHA regulations. Switching to a digital solution like Safelyio offers significant advantages.
Safelyio automates the delivery and documentation of safety talks, ensuring consistency and accessibility. The microlearning approach breaks down complex safety protocols into manageable, bite-sized pieces, making it easier for employees to absorb and retain information.
This method minimizes disruptions to work schedules, eliminates the hassle of paperwork, and ensures that all safety communications are tracked and recorded accurately. Ultimately, using a digital platform like Safelyio enhances engagement, compliance, and overall safety performance on site. https://safelyio.com/
A neural network is a machine learning program, or model, that makes decisions in a manner similar to the human brain, by using processes that mimic the way biological neurons work together to identify phenomena, weigh options and arrive at conclusions.
What to do when you have a perfect model for your software but you are constrained by an imperfect business model?
This talk explores the challenges of bringing modelling rigour to the business and strategy levels, and talking to your non-technical counterparts in the process.
Transforming Product Development using OnePlan To Boost Efficiency and Innova...OnePlan Solutions
Ready to overcome challenges and drive innovation in your organization? Join us in our upcoming webinar where we discuss how to combat resource limitations, scope creep, and the difficulties of aligning your projects with strategic goals. Discover how OnePlan can revolutionize your product development processes, helping your team to innovate faster, manage resources more effectively, and deliver exceptional results.
Enhanced Screen Flows UI/UX using SLDS with Tom KittPeter Caitens
Join us for an engaging session led by Flow Champion, Tom Kitt. This session will dive into a technique of enhancing the user interfaces and user experiences within Screen Flows using the Salesforce Lightning Design System (SLDS). This technique uses Native functionality, with No Apex Code, No Custom Components and No Managed Packages required.
DECODING JAVA THREAD DUMPS: MASTER THE ART OF ANALYSISTier1 app
Are you ready to unlock the secrets hidden within Java thread dumps? Join us for a hands-on session where we'll delve into effective troubleshooting patterns to swiftly identify the root causes of production problems. Discover the right tools, techniques, and best practices while exploring *real-world case studies of major outages* in Fortune 500 enterprises. Engage in interactive lab exercises where you'll have the opportunity to troubleshoot thread dumps and uncover performance issues firsthand. Join us and become a master of Java thread dump analysis!
How Can Hiring A Mobile App Development Company Help Your Business Grow?ToXSL Technologies
ToXSL Technologies is an award-winning Mobile App Development Company in Dubai that helps businesses reshape their digital possibilities with custom app services. As a top app development company in Dubai, we offer highly engaging iOS & Android app solutions. https://rb.gy/necdnt
WMF 2024 - Unlocking the Future of Data Powering Next-Gen AI with Vector Data...Luigi Fugaro
Vector databases are transforming how we handle data, allowing us to search through text, images, and audio by converting them into vectors. Today, we'll dive into the basics of this exciting technology and discuss its potential to revolutionize our next-generation AI applications. We'll examine typical uses for these databases and the essential tools
developers need. Plus, we'll zoom in on the advanced capabilities of vector search and semantic caching in Java, showcasing these through a live demo with Redis libraries. Get ready to see how these powerful tools can change the game!
Boost Your Savings with These Money Management AppsJhone kinadey
A money management app can transform your financial life by tracking expenses, creating budgets, and setting financial goals. These apps offer features like real-time expense tracking, bill reminders, and personalized insights to help you save and manage money effectively. With a user-friendly interface, they simplify financial planning, making it easier to stay on top of your finances and achieve long-term financial stability.
Baha Majid WCA4Z IBM Z Customer Council Boston June 2024.pdfBaha Majid
IBM watsonx Code Assistant for Z, our latest Generative AI-assisted mainframe application modernization solution. Mainframe (IBM Z) application modernization is a topic that every mainframe client is addressing to various degrees today, driven largely from digital transformation. With generative AI comes the opportunity to reimagine the mainframe application modernization experience. Infusing generative AI will enable speed and trust, help de-risk, and lower total costs associated with heavy-lifting application modernization initiatives. This document provides an overview of the IBM watsonx Code Assistant for Z which uses the power of generative AI to make it easier for developers to selectively modernize COBOL business services while maintaining mainframe qualities of service.
Everything You Need to Know About X-Sign: The eSign Functionality of XfilesPr...XfilesPro
Wondering how X-Sign gained popularity in a quick time span? This eSign functionality of XfilesPro DocuPrime has many advancements to offer for Salesforce users. Explore them now!
14 th Edition of International conference on computer visionShulagnaSarkar2
About the event
14th Edition of International conference on computer vision
Computer conferences organized by ScienceFather group. ScienceFather takes the privilege to invite speakers participants students delegates and exhibitors from across the globe to its International Conference on computer conferences to be held in the Various Beautiful cites of the world. computer conferences are a discussion of common Inventions-related issues and additionally trade information share proof thoughts and insight into advanced developments in the science inventions service system. New technology may create many materials and devices with a vast range of applications such as in Science medicine electronics biomaterials energy production and consumer products.
Nomination are Open!! Don't Miss it
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What is Continuous Testing in DevOps - A Definitive Guide.pdfkalichargn70th171
Once an overlooked aspect, continuous testing has become indispensable for enterprises striving to accelerate application delivery and reduce business impacts. According to a Statista report, 31.3% of global enterprises have embraced continuous integration and deployment within their DevOps, signaling a pervasive trend toward hastening release cycles.
A Comprehensive Guide on Implementing Real-World Mobile Testing Strategies fo...kalichargn70th171
In today's fiercely competitive mobile app market, the role of the QA team is pivotal for continuous improvement and sustained success. Effective testing strategies are essential to navigate the challenges confidently and precisely. Ensuring the perfection of mobile apps before they reach end-users requires thoughtful decisions in the testing plan.
Why Apache Kafka Clusters Are Like Galaxies (And Other Cosmic Kafka Quandarie...Paul Brebner
Closing talk for the Performance Engineering track at Community Over Code EU (Bratislava, Slovakia, June 5 2024) https://eu.communityovercode.org/sessions/2024/why-apache-kafka-clusters-are-like-galaxies-and-other-cosmic-kafka-quandaries-explored/ Instaclustr (now part of NetApp) manages 100s of Apache Kafka clusters of many different sizes, for a variety of use cases and customers. For the last 7 years I’ve been focused outwardly on exploring Kafka application development challenges, but recently I decided to look inward and see what I could discover about the performance, scalability and resource characteristics of the Kafka clusters themselves. Using a suite of Performance Engineering techniques, I will reveal some surprising discoveries about cosmic Kafka mysteries in our data centres, related to: cluster sizes and distribution (using Zipf’s Law), horizontal vs. vertical scalability, and predicting Kafka performance using metrics, modelling and regression techniques. These insights are relevant to Kafka developers and operators.