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Host concurrent LLMs with LoRAX

AWS Machine Learning - AI

Traditional model serving approaches can become unwieldy and resource-intensive, leading to increased infrastructure costs, operational overhead, and potential performance bottlenecks, due to the size and hardware requirements to maintain a high-performing FM. The following diagram represents a traditional approach to serving multiple LLMs.

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What is the Difference between Network Architecture and Application Architecture?

The Crazy Programmer

Network architecture is mainly about structure, configuration, and network operation, handling both the software and hardware elements. Security Maintenance For network architecture, security measures play an important role that includes mechanisms such as access controls, firewalls, IDS or intrusion detection system and encryption.

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Virtual Network Functions in VPC and Integration With Event Notifications in IBM Cloud

Dzone - DevOps

Previously, proprietary hardware performed functions like routers, firewalls, load balancers, etc. In IBM Cloud, we have proprietary hardware like the FortiGate firewall that resides inside IBM Cloud data centers today. These hardware functions are packaged as virtual machine images in a VNF.

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Practical Steps for Enhancing Reliability in Cloud Networks - Part I

Kentik

Highly available networks are resistant to failures or interruptions that lead to downtime and can be achieved via various strategies, including redundancy, savvy configuration, and architectural services like load balancing. No matter how you slice it, additional instances, hardware, etc., Resiliency.

Network 104
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Solarflare’s Open Compute Platform, Software-Defined, NIC Card

CTOvision

Solarflare adapters are deployed in a wide range of use cases, including software-defined networking (SDN), network functions virtualization (NFV), web content optimization, DNS acceleration, web firewalls, load balancing, NoSQL databases, caching tiers (Memcached), web proxies, video streaming and storage networks.

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High Availability: What It Is and How You Can Achieve It

Kaseya

Everything from load balancer, firewall and router, to reverse proxy and monitory systems, is completely redundant at both network as well as application level, guaranteeing the highest level of service availability. Implement network load balancing. Set data synchronization to meet your RPO.

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eBPF Explained: Why it's Important for Observability

Kentik

Since the kernel is basically the software layer between the applications you’re running and the underlying hardware, eBPF operates just about as close as you can get to the line-rate activity of a host. Second, in a busy network, devices such as routers, switches, and firewalls may be very busy operating at a relatively high CPU.