From adb5d48adafe0e646bb980c49b7d1486ee9cfe85 Mon Sep 17 00:00:00 2001
From: Xuan Gu <xuagu37@gmail.com>
Date: Wed, 12 Oct 2022 09:25:37 +0200
Subject: [PATCH] Update README.md

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 9eaad22..6ea3368 100644
--- a/README.md
+++ b/README.md
@@ -65,10 +65,10 @@ We collect benchmark results of throughput (images/sec) for
 
 We run 100 iterations for each set of parameters.
 - Observation 1: when batch_size is small (1, 2, 4, 8), throughput_amp ≈ throughput_tf32;  
-when batch_size is large (16, 32, 64, 128), throughput_amp > throughput_tf32.
+when batch_size is large (16, 32, 64, 128), throughput_amp > throughput_tf32.  
 
 <!-- ![Alt text](benchmark_throughput_example.png | width=100 "Title") -->
-<img src="https://github.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/benchmark_throughput_example.png" width="500">
+<img src="https://github.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/benchmark_throughput_example.png" width="400">
 
 - Observation 2: The coefficient of variation of throughput for the 100 iterations is smallest when batch_size = 128.
 
-- 
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