What are the step by step instructions for deploying an open source llama three model on aws using vllm to get maximum throughput for our startup demo?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the step by step instructions for deploying an open source llama three model on aws using vllm to get maximum throughput for our startup demo?
6 real searches · 1 real-search pass
vLLM official documentation performance tuning throughput batching tensor parallelism quantization AWS deployment 2026Google ↗
OBSERVEDOther / navigational
AWS EC2 GPU instances G6 G6e P5 specifications NVIDIA GPU memory officialGoogle ↗
OBSERVEDComparison
vLLM Docker deployment OpenAI compatible server official documentationGoogle ↗
OBSERVEDOther / navigational
site:docs.vllm.ai/en/latest performance optimization throughput max-num-batched-tokens max-num-seqs chunked prefill prefix cachingGoogle ↗
OBSERVEDOther / navigational
site:docs.vllm.ai/en/latest serving openai compatible server vllm serve max-model-len gpu-memory-utilization quantizationGoogle ↗
OBSERVEDOther / navigational
Meta Llama 3.1 8B Instruct Hugging Face model card license gated accessGoogle ↗
OBSERVEDInstruction
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.
ChatGPT real searches (6)
Classes come from the query-classifier (a local Laya model). 5 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
vLLM official documentation performance tuning throughput batching tensor parallelism quantization AWS deployment 2026 Google ↗
AWS EC2 GPU instances G6 G6e P5 specifications NVIDIA GPU memory official Google ↗
vLLM Docker deployment OpenAI compatible server official documentation Google ↗
site:docs.vllm.ai/en/latest performance optimization throughput max-num-batched-tokens max-num-seqs chunked prefill prefix caching Google ↗
site:docs.vllm.ai/en/latest serving openai compatible server vllm serve max-model-len gpu-memory-utilization quantization Google ↗
Meta Llama 3.1 8B Instruct Hugging Face model card license gated access Google ↗
- meta-llama/Llama-3.1-8B-Instruct · huggingface.co
- Hugging Face · dev.meta.ai
- Accelerated computing · aws.amazon.com
- Using Docker · docs.vllm.ai
- vLLM CLI Guide · docs.vllm.ai
- Optimization and Tuning · docs.vllm.ai
- Optimization and Tuning · docs.vllm.ai
- vLLM documentation · docs.vllm.ai
- AWS accelerated computing instances · docs.aws.amazon.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
vLLM official documentation performance tuning throughput batching tensor parallelism quantization AWS deployment 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS EC2 GPU instances G6 G6e P5 specifications NVIDIA GPU memory official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
vLLM Docker deployment OpenAI compatible server official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:docs.vllm.ai/en/latest performance optimization throughput max-num-batched-tokens max-num-seqs chunked prefill prefix caching OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:docs.vllm.ai/en/latest serving openai compatible server vllm serve max-model-len gpu-memory-utilization quantization OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Meta Llama 3.1 8B Instruct Hugging Face model card license gated access OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |