Can you compare the latency and memory footprint of vLLM versus TGI for deploying Llama 3 70B in a private cloud environment before our architecture review at 3 PM?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the latency and memory footprint of vLLM versus TGI for deploying Llama 3 70B in a private cloud environment before our architecture review at 3 PM?
3 real searches · 1 real-search pass
vLLM vs Hugging Face TGI Llama 3 70B benchmark latency throughput PagedAttention 2025 2026Google ↗
OBSERVED
official vLLM documentation PagedAttention continuous batching quantization tensor parallelismGoogle ↗
OBSERVED
Hugging Face Text Generation Inference documentation continuous batching paged attention tensor parallelism supportGoogle ↗
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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
vLLM vs Hugging Face TGI Llama 3 70B benchmark latency throughput PagedAttention 2025 2026 Google ↗
official vLLM documentation PagedAttention continuous batching quantization tensor parallelism Google ↗
Hugging Face Text Generation Inference documentation continuous batching paged attention tensor parallelism support Google ↗
- TGI v3 overview · huggingface.co
- TGI v3 overview · huggingface.co
- Comparative Analysis of Large Language Model Inference Serving Systems: A Performance Study of vLLM and HuggingFace TGI · arxiv.org
- vLLM Overview · docs.nvidia.com
- vLLM · docs.vllm.ai
- text-generation-inference/README.md at main · huggingface/text-generation-inference · github.com
- GitHub - huggingface/text-generation-inference: Large Language Model Text Generation Inference · github.com
- Text Generation Inference (TGI) · huggingface.co
- text-generation-inference/README.md at main · huggingface/text-generation-inference · github.com
- vllm/docs/deployment/integrations/production-stack.md at main · vllm-project/vllm · github.com
- Using Kubernetes · docs.vllm.cc
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
vLLM vs Hugging Face TGI Llama 3 70B benchmark latency throughput PagedAttention 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
official vLLM documentation PagedAttention continuous batching quantization tensor parallelism OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Hugging Face Text Generation Inference documentation continuous batching paged attention tensor parallelism support OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |