Added paraphrasing task

app.py

@@ -13,7 +13,8 @@ st.set_page_config(
 
 PAGES = {
     "Turna": apps.home,
-    "Text Summarization": apps.summarization
+    "Text Summarization": apps.summarization,
+    "Text Paraphrasing": apps.paraphrasing
 }
 
 

apps/paraphrasing.py

@@ -0,0 +1,53 @@
+import requests
+import streamlit as st
+import time 
+from transformers import pipeline
+import os
+from .utils import query
+
+HF_AUTH_TOKEN = os.getenv('HF_AUTH_TOKEN')
+headers = {"Authorization": f"Bearer {HF_AUTH_TOKEN}"}
+
+def write():
+
+	st.markdown("# Text Paraphrasing")
+	st.sidebar.header("Text Paraphrasing")
+	st.write(
+		"""Here, you can paraphrase your text using the fine-tuned TURNA paraphrasing models. """
+	)
+
+	# Sidebar
+
+	# Taken from https://huggingface.co/spaces/flax-community/spanish-gpt2/blob/main/app.py
+	st.sidebar.subheader("Configurable parameters")
+
+	model_name = st.sidebar.selectbox(
+		"Model Selector",
+		options=[
+			"turna_paraphrasing_tatoeba",
+			"turna_paraphrasing_tatoeba_NLU",
+			"turna_paraphrasing_tatoeba_NLG",
+			"turna_paraphrasing_tatoeba_S2S",
+			"turna_paraphrasing_opensubtitles",
+			"turna_paraphrasing_opensubtitles_NLU",
+			"turna_paraphrasing_opensubtitles_NLG",
+			"turna_paraphrasing_opensubtitles_S2S",
+		],
+		index=0,
+	)
+	max_new_tokens = st.sidebar.number_input(
+		"Maximum length",
+		min_value=0,
+		max_value=20,
+		value=20,
+		help="The maximum length of the sequence to be generated.",
+	)
+	
+	input_text = st.text_area(label='Enter a text: ', height=100, 
+			value="Kalp krizi geçirenlerin yaklaşık üçte birinin kısa bir süre önce grip atlattığı düşünülüyor. ")
+	url = ("https://api-inference.huggingface.co/models/boun-tabi-LMG/" + model_name.lower())
+	params = {"max_new_tokens": max_new_tokens }
+	if st.button("Generate"):
+		with st.spinner('Generating...'):
+			output = query(input_text, url, params)
+			st.success(output)

apps/summarization.py

@@ -26,8 +26,8 @@ def write():
 	model_name = st.sidebar.selectbox(
 		"Model Selector",
 		options=[
-			"turna_summarization_mlsum",
 			"turna_summarization_tr_news",
+			"turna_summarization_mlsum"
 		],
 		index=0,
 	)