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docs: add Graviton-vs-GPU LLM inference benchmark sample (vLLM & llama.cpp) - #21

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Jyothirmaikottu:graviton-vs-gpu-llm-benchmark
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Jyothirmaikottu wants to merge 1 commit into
aws-samples:mainfrom
Jyothirmaikottu:graviton-vs-gpu-llm-benchmark

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Adds a reproducible sample that benchmarks Qwen3-8B across AWS Graviton (arm64) CPU, x86 CPU, and x86 GPU using prebuilt public AWS Deep Learning Container images for the vLLM and llama.cpp engines. Includes serving scripts for each engine, a benchmark driver (inference-perf) with multiple load profiles, a teardown helper, and nav/index entries under Inference.

…a.cpp)

Reproducible benchmark for serving Qwen3-8B across three compute targets
(AWS Graviton arm64 CPU, x86 CPU, and x86 GPU) using prebuilt public AWS
Deep Learning Container images. Includes serving scripts for the vLLM and
llama.cpp engines, a benchmark driver with multiple load profiles
(baseline, saturation, production, sweep, sharegpt), and a teardown helper.
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