Real ChatGPT answer · index seedKYnUQN9VxS8completeB2B software · AI and automation toolsinformational
What are the hardware requirements for scaling LLM inference infrastructure efficiently on AWS or GCP based on the latest 2024 benchmarks?
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The searches the AI actually ran for this prompt.
SEED QUERY
What are the hardware requirements for scaling LLM inference infrastructure efficiently on AWS or GCP based on the latest 2024 benchmarks?
4 real searches · 1 real-search pass
MLPerf Inference v4.1 2024 LLM results H100 Llama 2 70B benchmarkGoogle ↗
OBSERVED
AWS EC2 P5 P5e H100 H200 instance specifications GPU memory bandwidth EFA officialGoogle ↗
OBSERVED
Google Cloud A3 H100 A3 Mega specifications GPU memory bandwidth networking officialGoogle ↗
OBSERVED
2024 LLM inference hardware benchmarks H100 L40S A100 throughput vLLM TensorRT-LLMGoogle ↗
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
MLPerf Inference v4.1 2024 LLM results H100 Llama 2 70B benchmark Google ↗
AWS EC2 P5 P5e H100 H200 instance specifications GPU memory bandwidth EFA official Google ↗
Google Cloud A3 H100 A3 Mega specifications GPU memory bandwidth networking official Google ↗
2024 LLM inference hardware benchmarks H100 L40S A100 throughput vLLM TensorRT-LLM Google ↗
- NVIDIA Blackwell Platform Sets New LLM Inference Records in MLPerf Inference v4.1 · developer.nvidia.com
- Accelerated computing · aws.amazon.com
- Amazon EC2 P5 Instances · aws.amazon.com
- Specifications for Amazon EC2 accelerated computing instances · docs.aws.amazon.com
- GPU machines in accelerator-optimized machine family | Compute Engine | Google Cloud Documentation · docs.cloud.google.com
- Networking and GPU machines | Compute Engine | Google Cloud Documentation · docs.cloud.google.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
MLPerf Inference v4.1 2024 LLM results H100 Llama 2 70B benchmark OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AWS EC2 P5 P5e H100 H200 instance specifications GPU memory bandwidth EFA official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Google Cloud A3 H100 A3 Mega specifications GPU memory bandwidth networking official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
2024 LLM inference hardware benchmarks H100 L40S A100 throughput vLLM TensorRT-LLM OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |