Update README.md

README.md

@@ -78,27 +78,18 @@ python translate.py -model trained.chkpt -vocab data/multi30k.atok.low.pt -src d
 ## Training
 
 <p align="center">
-<img src="https://imgur.com/A6byNQ8.png" width="400">
-<img src="https://imgur.com/5z4f4tw.png" width="400">
+<img src="https://imgur.com/rKeP1bb.png" width="400">
+<img src="https://imgur.com/9je3X6U.png" width="400">
 </p>
 
 - Parameter settings:
-  - batch_size=64
-  - d_inner_hid=1024
-  - d_k=64
-  - d_v=64
-  - d_model=512
-  - d_word_vec=512
-  - dropout=0.1
-  - embs_share_weight=False
-  - n_head=8
-  - n_layers=6
-  - n_warmup_steps=4000
-  - proj_share_weight=True
-
-- Elapse per epoch  (on NVIDIA Titan X):
-  - Training set: 1.38 min
-  - Validation set: 0.016 min
+  - default parameter and optimizer settings
+  - label smoothing 
+  - target embedding / pre-softmax linear layer weight sharing. 
+
+- Elapse per epoch (on NVIDIA Titan X):
+  - Training set: 0.888 minutes
+  - Validation set: 0.011 minutes
 
 ## Testing 
 - coming soon.