From 1e3d8ff8723067c13d25dd2b14f97f788697dd6a Mon Sep 17 00:00:00 2001
From: Xuan Gu <xuagu37@gmail.com>
Date: Wed, 12 Oct 2022 11:01:01 +0200
Subject: [PATCH] Update README.md

---
 README.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/README.md b/README.md
index a9461ab..5d81cbb 100644
--- a/README.md
+++ b/README.md
@@ -79,4 +79,9 @@ Benchmarking with batch_size = 128 can be used for node health check. For exampl
 
 <img src="https://github.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_batch_size_ideal.png" width="400">
 
+- Observation 3: Ideally, the improvement of throughput would be linear when the number of GPUs increases. In practice, throughtput stays below the ideal curve when gpus increases.
+
+<img src="https://github.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_gpus_ideal.png" width="400">
+
+
 
-- 
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