From b14022ea92986bbcfeccb81fd9a0116b92807448 Mon Sep 17 00:00:00 2001
From: Kevin Black <12429600+kvablack@users.noreply.github.com>
Date: Tue, 4 Jul 2023 01:21:46 -0700
Subject: [PATCH] Update README.md

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

diff --git a/README.md b/README.md
index 09956b1..561a06b 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # ddpo-pytorch
 
-This is an implementation of [Denoising Diffusion Policy Optimization (DDPO)](https://rl-diffusion.github.io/) in PyTorch with support for [low-rank adaptation (LoRA)](https://huggingface.co/docs/diffusers/training/lora). Unlike our original research code (which you can find [here](https://github.com/jannerm/ddpo)), this implementation runs on GPUs, and if LoRA is enabled, requires less than 10GB of GPU memory to finetune a Stable Diffusion-sized model! 
+This is an implementation of [Denoising Diffusion Policy Optimization (DDPO)](https://rl-diffusion.github.io/) in PyTorch with support for [low-rank adaptation (LoRA)](https://huggingface.co/docs/diffusers/training/lora). Unlike our original research code (which you can find [here](https://github.com/jannerm/ddpo)), this implementation runs on GPUs, and if LoRA is enabled, requires less than 10GB of GPU memory to finetune Stable Diffusion!
 
 ![DDPO](teaser.jpg)
 
@@ -42,4 +42,4 @@ The image at the top of this README was generated using LoRA! However, I used a
 You can find the exact configs I used for the 4 experiments in `config/dgx.py`. For example, to run the aesthetic quality experiment:
 ```bash
 accelerate launch scripts/train.py --config config/dgx.py:aesthetic
-```
\ No newline at end of file
+```