From 1ef34cc1b57f7bb70d6a36c011a253876364af66 Mon Sep 17 00:00:00 2001
From: Chuanyang Jin <68135125+chuanyangjin@users.noreply.github.com>
Date: Mon, 3 Apr 2023 10:25:14 -0400
Subject: [PATCH] Typo Fix

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

diff --git a/README.md b/README.md
index b314e05..1784035 100644
--- a/README.md
+++ b/README.md
@@ -119,7 +119,7 @@ python train.py --data ./data/coco/oscar_split_ViT-B_32_train.pkl --out_dir ./co
 
 Train only transformer mapping network:
 ```
-python train.py --only_prefix --data ./data/coco/oscar_split_ViT-B_32_train.pkl --out_dir ./coco_train/ --mapping_type transformer  --num_layres 8 --prefix_length 40 --prefix_length_clip 40
+python train.py --only_prefix --data ./data/coco/oscar_split_ViT-B_32_train.pkl --out_dir ./coco_train/ --mapping_type transformer  --num_layers 8 --prefix_length 40 --prefix_length_clip 40
 ```
 
 **If you wish to use ResNet-based CLIP:** 
@@ -128,7 +128,7 @@ python train.py --only_prefix --data ./data/coco/oscar_split_ViT-B_32_train.pkl
 python parse_coco.py --clip_model_type RN50x4
 ```
 ```
-python train.py --only_prefix --data ./data/coco/oscar_split_RN50x4_train.pkl --out_dir ./coco_train/ --mapping_type transformer  --num_layres 8 --prefix_length 40 --prefix_length_clip 40 --is_rn
+python train.py --only_prefix --data ./data/coco/oscar_split_RN50x4_train.pkl --out_dir ./coco_train/ --mapping_type transformer  --num_layers 8 --prefix_length 40 --prefix_length_clip 40 --is_rn
 ```
 
 ## Conceptual training