What hardware sizing and cluster orchestration setup do we need to self host DeepSeek R1 for local inference while maintaining strict data residency?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What hardware sizing and cluster orchestration setup do we need to self host DeepSeek R1 for local inference while maintaining strict data residency?
3 real searches · 1 real-search pass
DeepSeek R1 official model card 671B parameters 37B activated distilled models Hugging FaceGoogle ↗
OBSERVEDOther / navigational
vLLM DeepSeek R1 deployment tensor parallel expert parallel documentation multi nodeGoogle ↗
OBSERVEDOther / navigational
NVIDIA H200 H100 GPU memory specifications NVLink 2025Google ↗
OBSERVEDComparison
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). 3 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
DeepSeek R1 official model card 671B parameters 37B activated distilled models Hugging Face Google ↗
vLLM DeepSeek R1 deployment tensor parallel expert parallel documentation multi node Google ↗
NVIDIA H200 H100 GPU memory specifications NVLink 2025 Google ↗
- deepseek-ai/DeepSeek-R1 · recipes.vllm.ai
- DeepSeek-R1/README.md at main · deepseek-ai/DeepSeek-R1 · github.com
- Expert Parallel Deployment · docs.vllm.ai
- Data Parallel Deployment · docs.vllm.cc
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
DeepSeek R1 official model card 671B parameters 37B activated distilled models Hugging Face OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
vLLM DeepSeek R1 deployment tensor parallel expert parallel documentation multi node OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
NVIDIA H200 H100 GPU memory specifications NVLink 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |