VLSI MUSEUM / ENGINEERING RECORD2024
NVIDIAAI benchmark systems

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SYSTEM / 2024

NVIDIA 8 × H200 — MLPerf v4.1 Mixtral

A measured eight-GPU system submission for the MLPerf Inference v4.1 Offline Mixtral workload. It is a submitter-reported benchmark, not an independent review or single-chip performance.

NVIDIAAI benchmark systems

Research connections

Benchmark
Manufacturer / primary sourceNVIDIA

Scope: Eight-GPU benchmark system

Conditions: MLPerf Inference v4.1; Closed/Data Center/Offline; Mixtral 8x7B; eight GPUs; TensorRT-LLM, extensive FP8 use. MoE 8 experts/2 active; not structured 2:4 sparsity. Submitted 4.1-0048. Result date 2024-08-28.

Source date: 2024-08-28

Workload
Manufacturer / primary sourceNVIDIA

Scope: Eight-GPU benchmark system

Conditions: MLPerf Inference v4.1; Closed/Data Center/Offline; Mixtral 8x7B; eight GPUs; TensorRT-LLM, extensive FP8 use. MoE 8 experts/2 active; not structured 2:4 sparsity. Submitted 4.1-0048. Result date 2024-08-28.

Source date: 2024-08-28

Scenario
Manufacturer / primary sourceNVIDIA

Scope: Eight-GPU benchmark system

Conditions: MLPerf Inference v4.1; Closed/Data Center/Offline; Mixtral 8x7B; eight GPUs; TensorRT-LLM, extensive FP8 use. MoE 8 experts/2 active; not structured 2:4 sparsity. Submitted 4.1-0048. Result date 2024-08-28.

Source date: 2024-08-28

Accelerator
Manufacturer / primary sourceNVIDIA

Scope: Eight-GPU benchmark system

Conditions: MLPerf Inference v4.1; Closed/Data Center/Offline; Mixtral 8x7B; eight GPUs; TensorRT-LLM, extensive FP8 use. MoE 8 experts/2 active; not structured 2:4 sparsity. Submitted 4.1-0048. Result date 2024-08-28.

Source date: 2024-08-28

Accelerator count
Manufacturer / primary sourceNVIDIA

Scope: Eight-GPU benchmark system

Conditions: MLPerf Inference v4.1; Closed/Data Center/Offline; Mixtral 8x7B; eight GPUs; TensorRT-LLM, extensive FP8 use. MoE 8 experts/2 active; not structured 2:4 sparsity. Submitted 4.1-0048. Result date 2024-08-28.

Source date: 2024-08-28

Measured throughput
Manufacturer / primary sourceNVIDIA

Scope: Eight-GPU benchmark system

Conditions: MLPerf Inference v4.1; Closed/Data Center/Offline; Mixtral 8x7B; eight GPUs; TensorRT-LLM, extensive FP8 use. MoE 8 experts/2 active; not structured 2:4 sparsity. Submitted 4.1-0048. Result date 2024-08-28.

Source date: 2024-08-28

Numerical format
Manufacturer / primary sourceNVIDIA

Scope: Eight-GPU benchmark system

Conditions: MLPerf Inference v4.1; Closed/Data Center/Offline; Mixtral 8x7B; eight GPUs; TensorRT-LLM, extensive FP8 use. MoE 8 experts/2 active; not structured 2:4 sparsity. Submitted 4.1-0048. Result date 2024-08-28.

Source date: 2024-08-28

Software
Manufacturer / primary sourceNVIDIA

Scope: Eight-GPU benchmark system

Conditions: MLPerf Inference v4.1; Closed/Data Center/Offline; Mixtral 8x7B; eight GPUs; TensorRT-LLM, extensive FP8 use. MoE 8 experts/2 active; not structured 2:4 sparsity. Submitted 4.1-0048. Result date 2024-08-28.

Source date: 2024-08-28

Configured accelerator TDP
Manufacturer / primary sourceNVIDIA

Scope: Eight-GPU benchmark system

Source date: 2024-08-28

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Record identity & scope

system · NVIDIA 8 × H200 — MLPerf v4.1 Mixtral