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AWS EC2 Virtualization 2017: Introducing Nitro

Brendan Gregg

Hardware virtualization for cloud computing has come a long way, improving performance using technologies such as VT-x, SR-IOV, VT-d, NVMe, and APICv. The latest AWS hypervisor, Nitro, uses everything to provide a new hardware-assisted hypervisor that is easy to use and has near bare-metal performance. I'd expect between 0.1%

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Life of a Netflix Partner Engineer?—?The case of extra 40 ms

The Netflix TechBlog

The mystery begins Towards the end of 2017, I was on a conference call to discuss an issue with the Netflix application on a new set top box. Figure 2: Visualizing Audio Throughput and Thread Handler Timing The orange line is the rate that data moved from the streaming buffer into the Android audio system, in bytes/millisecond.

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Evolving Container Security With Linux User Namespaces

The Netflix TechBlog

By Fabio Kung , Sargun Dhillon , Andrew Spyker , Kyle , Rob Gulewich, Nabil Schear , Andrew Leung , Daniel Muino, and Manas Alekar As previously discussed on the Netflix Tech Blog, Titus is the Netflix container orchestration system. Road to Implementation We began work to enable user namespaces in early 2017.

Media 297
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Kubernetes And Kernel Panics

The Netflix TechBlog

These orphaned pods represent real pain for our users, even if they are a small percentage of the total pods in the system. 10/16/2017 [ 8374.555629] Call Trace: [ 8374.556147] <TASK> [ 8374.556601] dump_stack_lvl+0x45/0x5b [ 8374.557361] panic+0x103/0x2db [ 8374.558166] ? Where are they going, exactly? Why did they go away?

Hardware 239
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PostgreSQL vs. Oracle: Difference in Costs, Ease of Use & Functionality

Scalegrid

Oracle Database is a commercial, proprietary multi-model database management system produced by Oracle Corporation, and the largest relational database management system (RDBMS) in the world. Compare ease of use across compatibility, extensions, tuning, operating systems, languages and support providers. Comparison Overview.

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USENIX LISA2021 Computing Performance: On the Horizon

Brendan Gregg

This was a chance to talk about other things I've been working on, such as the present and future of hardware performance. I also wrote about these topics in detail for my recent [Systems Performance 2nd Edition] book. Note that my predictions in this talk may be wrong, but they should be thought provoking. Ford, et al., “TCP

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A Brief Guide of xPU for AI Accelerators

ACM Sigarch

They unveiled their first two embedded AI chips fabricated with TSMC 40nm process in December 2017: “Journey 1.0 The new DGX-2, which achieves 2 petaFLOPS in the system, combines 16 fully interconnected GPUS with 10x the deep learning performance. HPU: Holographic Processing Unit (HPU) is the specific hardware of Microsoft’s Hololens.