Update README.md

README.md

@@ -28,6 +28,8 @@ widget:
 
 This is a GPT2-Small English based model finetuned and additionaly trainied with Wikipedia Articles in Turkish as of 28-10-2020
 
+Live demo based on this work at : https://www.metayazar.com/
+
 Work has been done on Pierre Guillou tutorial as on this page.
 (https://github.com/piegu/fastai-projects/blob/master/finetuning-English-GPT2-any-language-Portuguese-HuggingFace-fastaiv2.ipynb) 
 
@@ -100,7 +102,9 @@ sample_outputs = model.generate(inputs.input_ids,
 
 # generated sequence
 for i, sample_output in enumerate(sample_outputs):
-    print(">> Generated text {}\n\n{}".format(i+1, tokenizer.decode(sample_output.tolist())))
+    print(">> Generated text {}\
+\
+{}".format(i+1, tokenizer.decode(sample_output.tolist())))
 
 # >> Generated text
 #    
@@ -121,13 +125,13 @@ Wikipedia Turkish article dump as of 28-10-2020
 
 ## Eval results
 
-| epoch	|train_loss	|valid_loss	|accuracy	|perplexity	|time   |
+| epoch\t|train_loss\t|valid_loss\t|accuracy\t|perplexity\t|time   |
 | ----- | --------      |---------      | ----------    | ---------     | ----- |
-|0	|4.777015	|4.621834	|0.292547	|101.680367	|2:42:05|
-|1	|4.509412	|4.403999	|0.305574	|81.777267	|1:09:38|
-|2	|4.169529	|4.120755	|0.324908	|61.605747	|1:07:45|
-|3	|4.293973	|4.177899	|0.317211	|65.228653	|1:07:02|
-|4	|4.049848	|3.949103	|0.338347	|51.888783	|1:05:53|
+|0\t|4.777015\t|4.621834\t|0.292547\t|101.680367\t|2:42:05|
+|1\t|4.509412\t|4.403999\t|0.305574\t|81.777267\t|1:09:38|
+|2\t|4.169529\t|4.120755\t|0.324908\t|61.605747\t|1:07:45|
+|3\t|4.293973\t|4.177899\t|0.317211\t|65.228653\t|1:07:02|
+|4\t|4.049848\t|3.949103\t|0.338347\t|51.888783\t|1:05:53|
 
 #Epoch 0 on Tesla T4, others on V100