diff --git a/README.md b/README.md
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+++ b/README.md
@@ -102,3 +102,4 @@ when batch_size is large (16, 32, 64, 128), throughput_amp > throughput_tf32.
 
 #### Notes
 - It seems running directly via singularity shell will give worse performance (when I WFH). We should run it via sbatch script instead.
+- It took around a week to finish all iterations of benchmarking.