Create app.py

app.py

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+from __future__ import absolute_import, division, print_function, unicode_literals
+
+import os
+import gc
+import gradio as gr
+import pandas as pd
+from transformers import pipeline
+
+def huggingface_result_page(paragraph):
+    if article.strip():
+        model_base = pipeline('sentiment-analysis')
+    
+        sen_list = paragraph
+        sen_list = sen_list.split('\n')
+        sen_list_temp = sen_list[0:]
+        results = []
+        temp_result_dict = []
+    
+        for sen in sen_list_temp:
+            sen = sen.strip()
+    
+            if sen:
+                cur_result = model_base(sen)[0]
+                temp_result_dict.append(sen)
+                results.append(cur_result['label'])
+    
+        result = {
+            'Input': sen_list, 'Sentiment': results
+        }
+        print("LENGTH of results ====> ",str(len(results)))
+        print("LENGTH of sen_list ====> ",str(len(temp_result_dict)))
+      
+        return pd.DataFrame(result)
+    else:
+        raise gr.Error("Please enter text in inputbox!!!!")
+    
+
+inputs = gr.Textbox(lines=10, label="Paragraph")
+outputs = gr.Dataframe(row_count = (3, "dynamic"), col_count=(2, "fixed"), label="Here is the Result", headers=["Input","Sentiment"],wrap=True)
+
+demo = gr.Interface(
+    huggingface_result_page,
+    inputs,
+    outputs,
+    title="Huggingface Sentiment Analysis",
+    css=".gradio-container {background-color: lightgray}",
+    article = """Provide us your feedback on this demo and feel free to contact us at <a href="mailto:[email protected]" target="_blank">[email protected]</a> 
+            if you want to have your own sentiment analysis system. We will be happy to serve you for your sentiment analysis requirement. 
+            And don't forget to check out more interesting  <a href="https://www.pragnakalp.com/services/natural-language-processing-services/" target="_blank">NLP services</a>
+            we are offering.
+            <p style='text-align: center;'>Developed by :<a href="https://www.pragnakalp.com" target="_blank"> Pragnakalp Techlabs</a></p>"""
+)
+
+demo.launch()