Add application file

app.py

@@ -0,0 +1,79 @@
+import streamlit as st
+from PIL import Image
+from transformers import pipeline
+import time
+
+grammarChecker = pipeline(task='sentiment-analysis', model='samarla/RoBERTa-base-cola')
+
+header = 'GramcheckAI'
+
+caption1 = "Enhance Your Writing with GramChekAI: Your Ultimate Grammar Assistant"
+
+caption2 = "Powered by CoLA Fine-Tuned Reborta-base Model - A Smart App to Ensure Flawless Grammar and Language Acceptability!"
+
+body = """Introducing "GramCheckAI" - Your Ultimate Grammar Assistant!
+
+GramChekAI is a cutting-edge web application designed to enhance your writing skills and ensure impeccable grammar in every sentence you compose. Powered by the state-of-the-art "Reborta-base" language model, fine-tuned with the comprehensive CoLA dataset, this app promises to revolutionize the way you communicate.
+
+Key Features:
+
+1. Grammar Accuracy: Say goodbye to embarrassing grammar mistakes! GramChekAI uses advanced Natural Language Processing (NLP) algorithms to meticulously analyze each sentence you input, detecting potential grammatical errors with precision.
+
+2. CoLA Dataset Fine-Tuning: Our language model has been fine-tuned on the Corpus of Linguistic Acceptability (CoLA) dataset, which makes it exceptionally proficient in evaluating sentence acceptability, ensuring reliable and trustworthy results.
+
+
+Say farewell to grammar mistakes and unlock your true writing potential with GramcheckAI. Use the app now and experience the seamless blend of AI sophistication and user-friendly design that will empower you to write with confidence and clarity like never before. Happy writing!"""
+
+#header section
+st.header(f':violet[{header}]', )
+st.caption(caption1)
+st.caption(caption2)
+st.markdown("Let's dive and check your sentence :eyes:")
+
+#image = Image.open('./gramcheck.jpg')
+#st.image(image=image, caption='check grammer')
+
+
+def coloringAcceptance(acc, conf):
+    if acceptance == 'Acceptable':
+        st.subheader(f"Sentence is :green[{acceptance}] with confidence of {conf} %")
+    else:
+        st.subheader(f"Sentence is :red[{acceptance}] with confidence of {conf} %") 
+
+options = (
+        '',
+        'GramcheckAI helps writers improve their language skills and confidence',
+        'The app identifies errors and provides real-time suggestions for corrections',
+        "The app finded sentence errors, but it's still useful"
+    )
+
+container = st.container()
+selected_option = container.selectbox(
+    'Test with an example', options=options
+)
+
+count =1 
+
+while len(selected_option)>0:
+    text = container.text_input('Type your own Sentence', selected_option, key=f'opted_sentence{count}')
+    count+=1
+    break
+else:
+    text = container.text_input('Type your own Sentence',key='typed_sentence')
+    
+button_bool = container.button('Check now')
+if len(text) > 0:
+    with st.spinner('Wait for it...'):
+        result = grammarChecker(text)
+    acceptance = result[0]['label']
+    conf_score = round(result[0]['score']*100,2)
+    coloringAcceptance(acceptance, conf_score)
+else:
+    container.text('Input the sentence please!')
+
+
+expander = st.expander("Brief about")
+expander.text('\n\n\n\n\n')
+expander.title(body)
+
+