Performance of NVIDIA Earth-2 Correction Diffusion NIM#

Use this documentation for details about the performance of the NVIDIA Earth-2 Correction Diffusion (CorrDiff) NIM.

Evaluation Process#

Performance of the CorrDiff NIM is measured by the time for an inference request to complete for a single sample. Two tests are performed, each with a different number of diffusion steps. The first test uses 8 steps, and represents a low-quality prediction. The second test uses 18 steps, and represents a high-quality prediction. Both the NIM and client share the same computer to minimize network latency. The performance is measured on several supported GPUs and averaged across three different runs.

Performance Results#

The performance results appear in the following table.

Important

The measurements that appear here can deviate between computers and runs. The performance values depend on the specific hardware configuration that the NIM and client are running on.

Diffusion Steps

L40s

RTX6000

A100

H100

8 Steps

45.27s

38.52s

25.10s

17.66s

18 Steps

95.46s

81.71s

51.43s

32.04s