From f1f332fee50aa29c435b56cef16e137b6a6ca246 Mon Sep 17 00:00:00 2001
From: Ross Wightman <rwightman@users.noreply.github.com>
Date: Sun, 7 Mar 2021 16:43:52 -0800
Subject: [PATCH] Update README.md

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

diff --git a/README.md b/README.md
index 7a5f71d1..ba7aa3fc 100644
--- a/README.md
+++ b/README.md
@@ -5,6 +5,8 @@
 ### March 7, 2021
 * First 0.4.x PyPi release w/ NFNets (& related), ByoB (GPU-Efficient, RepVGG, etc).
 * Change feature extraction for pre-activation nets (NFNets, ResNetV2) to return features before activation.
+* Tested with PyTorch 1.8 release. Updated CI to use 1.8.
+* Benchmarked several arch on RTX 3090, Titan RTX, and V100 across 1.7.1, 1.8, NGC 20.12, and 21.02. Some interesting performance variations to take note of https://gist.github.com/rwightman/bb59f9e245162cee0e38bd66bd8cd77f
 
 ### Feb 18, 2021
 * Add pretrained weights and model variants for NFNet-F* models from [DeepMind Haiku impl](https://github.com/deepmind/deepmind-research/tree/master/nfnets).