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Tested systems
Nebius

8 × NVIDIA B200-SXM-180GB

Tested system

Processor
Intel(R) Xeon(R) Platinum 8580
Graphics
NVIDIA B200-SXM-180GB
Accelerator count
8
Nodes
1

Recorded results

Only the same benchmark, version, workload, scenario and unit share a row. Missing results are not zero. System results include the full submitted hardware and software configuration.

MLPerf Inference / deepseek-r1Offline · v6.1 · Tokens/s

8 × NVIDIA B200-SXM-180GB

56,929.90* Tokens/s

Accuracy target / result
exact_match: 81.08477666362808 TOKENS_PER_SAMPLE: 3808.5396536007293
Weight precision
fp4
Division
closed
System type
datacenter
Availability
available
Cores per processor
60
Processors per node
2
Nodes
1
Total accelerators
8
Software stack
TensorRT 10.14, CUDA 13.1, cuDNN 9.17, TensorRT-LLM feat/1.2-mlpinf, NVIDIA Dynamo mlperf-v6.0-dynamo-v0.8.0, vLLM CentML:mlperf-inf-mm-q3vl-v6.0
Operating system
Ubuntu 24.04.3 LTS (Linux kernel: 6.11.0-1016-nvidia #16-Ubuntu SMP PREEMPT_DYNAMIC Sun Sep 21 17:06:33 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux)
MLPerf Inference / deepseek-r1Server · v6.1 · Tokens/s

8 × NVIDIA B200-SXM-180GB

55,869* Tokens/s

Accuracy target / result
exact_match: 80.62898814949864 TOKENS_PER_SAMPLE: 3840.4710574293526
Weight precision
fp4
Division
closed
System type
datacenter
Availability
available
Cores per processor
60
Processors per node
2
Nodes
1
Total accelerators
8
Software stack
TensorRT 10.14, CUDA 13.1, cuDNN 9.17, TensorRT-LLM feat/1.2-mlpinf, NVIDIA Dynamo mlperf-v6.0-dynamo-v0.8.0, vLLM CentML:mlperf-inf-mm-q3vl-v6.0
Operating system
Ubuntu 24.04.3 LTS (Linux kernel: 6.11.0-1016-nvidia #16-Ubuntu SMP PREEMPT_DYNAMIC Sun Sep 21 17:06:33 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux)
MLPerf Inference / gpt-oss-120bOffline · v6.1 · Tokens/s

8 × NVIDIA B200-SXM-180GB

88,491* Tokens/s

Accuracy target / result
exact_match: 83.040
Weight precision
fp4
Division
closed
System type
datacenter
Availability
available
Cores per processor
60
Processors per node
2
Nodes
1
Total accelerators
8
Software stack
TensorRT 10.14, CUDA 13.1, cuDNN 9.17, TensorRT-LLM feat/1.2-mlpinf, NVIDIA Dynamo mlperf-v6.0-dynamo-v0.8.0, vLLM CentML:mlperf-inf-mm-q3vl-v6.0
Operating system
Ubuntu 24.04.3 LTS (Linux kernel: 6.11.0-1016-nvidia #16-Ubuntu SMP PREEMPT_DYNAMIC Sun Sep 21 17:06:33 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux)
MLPerf Inference / gpt-oss-120bServer · v6.1 · Tokens/s

8 × NVIDIA B200-SXM-180GB

89,856.30* Tokens/s

Accuracy target / result
exact_match: 82.998
Weight precision
fp4
Division
closed
System type
datacenter
Availability
available
Cores per processor
60
Processors per node
2
Nodes
1
Total accelerators
8
Software stack
TensorRT 10.14, CUDA 13.1, cuDNN 9.17, TensorRT-LLM feat/1.2-mlpinf, NVIDIA Dynamo mlperf-v6.0-dynamo-v0.8.0, vLLM CentML:mlperf-inf-mm-q3vl-v6.0
Operating system
Ubuntu 24.04.3 LTS (Linux kernel: 6.11.0-1016-nvidia #16-Ubuntu SMP PREEMPT_DYNAMIC Sun Sep 21 17:06:33 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux)

Processing & platform

Processor
Intel(R) Xeon(R) Platinum 8580
Graphics
NVIDIA B200-SXM-180GB

Connectivity & software

Operating system
Ubuntu 24.04.3 LTS (Linux kernel: 6.11.0-1016-nvidia #16-Ubuntu SMP PREEMPT_DYNAMIC Sun Sep 21 17:06:33 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux)

System configuration

Reported host core count
60
Processors per node
2
Accelerator count
8
Nodes
1
Software stack
TensorRT 10.14, CUDA 13.1, cuDNN 9.17, TensorRT-LLM feat/1.2-mlpinf, NVIDIA Dynamo mlperf-v6.0-dynamo-v0.8.0, vLLM CentML:mlperf-inf-mm-q3vl-v6.0
Submission division
closed

* Provisional data