Overview
KAI Inference Builder is an inference-aware emulation and analytics solution designed to validate, benchmark, and optimize AI inference infrastructures under real-world workload conditions. KAI Inference Builder helps teams move beyond synthetic benchmarks and generic load tests by bringing workload-aware, full-stack validation into AI data center deployments. The KAI IB solution is comprised of one or multiple traffic agents (the entities generating the actual inference prompt traffic) and one controller (web-based UI for session management, configuring and running tests, as well as capturing relevant real-time statistics). This AMI represents the Agent portion of the full Keysight AI Inference Builder solution.
Highlights
- Emulate realistic AI LLM inference traffic - matching real user behavior and workloads - to validate inference infrastructures and stacks under conditions that mirror production, not synthetic lab tests.
- Scale to millions of users or prompts per second to quantify true user concurrency linking performance to cost per token and helping teams plan capacity and ROI accurately.
- Have a single pane of glass view with inference native metrics from both the client perspective and statistics ingested from server for faster pinpointing of bottlenecks and streamlined optimizations.
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Delivery details
64-bit (x86) Amazon Machine Image (AMI)
Amazon Machine Image (AMI)
An AMI is a virtual image that provides the information required to launch an instance. Amazon EC2 (Elastic Compute Cloud) instances are virtual servers on which you can run your applications and workloads, offering varying combinations of CPU, memory, storage, and networking resources. You can launch as many instances from as many different AMIs as you need.
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Usage instructions
To connect to the operating system, use SSH and the username kaiib.
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AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.