Which software solutions provide reliable latency benchmarks for self-hosted Llama 3 models running on AWS Inferentia versus traditional NVIDIA A100 GPUs?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which software solutions provide reliable latency benchmarks for self-hosted Llama 3 models running on AWS Inferentia versus traditional NVIDIA A100 GPUs?
4 real searches · 1 real-search pass
benchmark tools LLM inference latency Inferentia2 Neuron Llama 3 A100 vLLM GenAI-Perf MLPerf Inference 2026Google ↗
OBSERVED
AWS Neuron Llama 3 benchmark Inferentia2 latency throughput benchmark tools Neuron SDKGoogle ↗
OBSERVED
NVIDIA GenAI-Perf benchmark TTFT inter token latency documentationGoogle ↗
OBSERVED
MLPerf Inference Llama 3 benchmark A100 Inferentia AWS NeuronGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
benchmark tools LLM inference latency Inferentia2 Neuron Llama 3 A100 vLLM GenAI-Perf MLPerf Inference 2026 Google ↗
AWS Neuron Llama 3 benchmark Inferentia2 latency throughput benchmark tools Neuron SDK Google ↗
NVIDIA GenAI-Perf benchmark TTFT inter token latency documentation Google ↗
MLPerf Inference Llama 3 benchmark A100 Inferentia AWS Neuron Google ↗
- Benchmark CLI · docs.vllm.ai
- vLLM on Neuron · awslabs.github.io
- LLM Inference Benchmarking Guide: NVIDIA GenAI-Perf and NIM · developer.nvidia.com
- Benchmarking LLM Inference at Scale with AIPerf · developer.nvidia.com
- Measuring Generative AI Model Performance Using NVIDIA GenAI-Perf and an OpenAI-Compatible API · developer.nvidia.com
- Neuron performance · awsdocs-neuron.readthedocs-hosted.com
- Llama-3-8b performance on AWS Inferentia2 (Latency & Througput) · huggingface.co
- Llama-3.1-8b performance on AWS Inferentia2 (Latency & Throughput) · huggingface.co
- Benchmark MLPerf Inference: Datacenter · mlcommons.org
- Benchmark MLPerf Endpoints · mlcommons.org
- Evaluating Performance of Models on Neuron Using LLMPerf · awsdocs-neuron.readthedocs-hosted.com
- Llama-3-8B with vLLM on Inferentia2 · awslabs.github.io
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
benchmark tools LLM inference latency Inferentia2 Neuron Llama 3 A100 vLLM GenAI-Perf MLPerf Inference 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AWS Neuron Llama 3 benchmark Inferentia2 latency throughput benchmark tools Neuron SDK OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
NVIDIA GenAI-Perf benchmark TTFT inter token latency documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
MLPerf Inference Llama 3 benchmark A100 Inferentia AWS Neuron OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |