DeepSeekv4 Pro 0813 1.6TNVIDIA Hopper
Running DeepSeek V4 Pro on H200
Quick answer
DeepSeek V4 Pro runs on H200: 100 benchmarked configs so far. See the interactivity ladder below for measured operating points.
Benchmarked configs
100
Serving engines
Dynamo SGLang, SGLang, vLLM
Precisions
fp8
Run dates
2026-07-14 β 2026-09-16
Throughput at every interactivity target
Serving is a trade-off: push more concurrent users through a GPU and each user's tokens arrive slower. The ladder below reads the measured frontier at each per-user speed target on the AgentX agentic coding workload, using the best engine and precision at that point.
| Per-user target | Tokens/s per GPU | $ / 1M tokens | Engine | Precision |
|---|---|---|---|---|
| 30 tok/s | - | - | Dynamo SGLang | fp8 |
| 50 tok/s | - | - | Dynamo SGLang | fp8 |
| 75 tok/s | 5,771 | $0.059 | Dynamo SGLang | fp8 |
| 100 tok/s | 5,139 | $0.066 | Dynamo SGLang | fp8 |
| 150 tok/s | 2,648 | $0.13 | Dynamo SGLang | fp8 |
| 200 tok/s | - | - | Dynamo SGLang | fp8 |
Frequently asked questions
- How fast is DeepSeek V4 Pro on H200?
- The InferenceX fleet has 100 benchmarked configs for this pairing; see the interactivity ladder above for the operating points reached so far.
- How much does it cost to serve DeepSeek V4 Pro on H200?
- Cost per million tokens is derived from measured throughput and $/GPU/hr rates from the SemiAnalysis AI Cloud TCO model; it appears once this pairing reaches the primary interactivity tier.
- Which serving engines run DeepSeek V4 Pro on H200?
- The runs behind this page used Dynamo SGLang, SGLang, vLLM in FP8 and multi-node serving. Engines are rebuilt and re-benchmarked continuously, so the best config can change between visits.
- How are these DeepSeek V4 Pro numbers measured?
- Every number is measured on real H200 hardware by the InferenceX fleet, sweeping concurrency on the AgentX agentic coding workload to trace the throughput-versus-interactivity frontier; the newest run landed on 2026-09-16. The same derivation powers the InferenceX overview leaderboard.