Compare the throughput and memory overhead of vLLM versus TensorRT-LLM when serving Mistral 7B on an AWS EC2 g5 instance.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the throughput and memory overhead of vLLM versus TensorRT-LLM when serving Mistral 7B on an AWS EC2 g5 instance.
3 real searches · 1 real-search pass
vLLM vs TensorRT-LLM Mistral 7B A10G AWS g5 benchmark throughput memoryGoogle ↗
OBSERVEDComparison
TensorRT-LLM vLLM performance Mistral 7B NVIDIA A10G 24GB benchmarkGoogle ↗
OBSERVEDReason
vLLM PagedAttention memory overhead KV cache TensorRT-LLM inflight batching paged KV cache documentationGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
vLLM vs TensorRT-LLM Mistral 7B A10G AWS g5 benchmark throughput memory Google ↗
TensorRT-LLM vLLM performance Mistral 7B NVIDIA A10G 24GB benchmark Google ↗
vLLM PagedAttention memory overhead KV cache TensorRT-LLM inflight batching paged KV cache documentation Google ↗
- AWS inference benchmark results · github.com
- Model Architecture: mistralai/Mistral-7B-v0.1 · weavers.neocities.org
- Mistral-7B-v0.1: architecture, parameters and context length · frontiermlnp.com
- vLLM · huggingface.co
- vllm/vllm/config/cache.py at main · vllm-project/vllm · github.com
- Memory Usage of TensorRT-LLM · nvidia.github.io
- KV Cache System · nvidia.github.io
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
vLLM vs TensorRT-LLM Mistral 7B A10G AWS g5 benchmark throughput memory OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
TensorRT-LLM vLLM performance Mistral 7B NVIDIA A10G 24GB benchmark OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
vLLM PagedAttention memory overhead KV cache TensorRT-LLM inflight batching paged KV cache documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |