Update app.py

app.py

@@ -1,30 +1,20 @@
-
-import nltk
 from nltk.tokenize import sent_tokenize
 from language_tool_python import LanguageTool
+from nltk.sentiment import SentimentIntensityAnalyzer
+import gradio as gr
 
-nltk.download('punkt')
+# Initialize LanguageTool object outside the function
+tool = LanguageTool('en-US')
+sia = SentimentIntensityAnalyzer()
 
 def grammar_check(text):
-    tool = LanguageTool('en-US')
-    sentences = sent_tokenize(text)
-    corrected_sentences = []
-    for sentence in sentences:
-        matches = tool.check(sentence)
-        corrected_sentence = tool.correct(sentence)
-        corrected_sentences.append(corrected_sentence)
-    corrected_text = ' '.join(corrected_sentences)
-    return corrected_text
-
-nltk.download('vader_lexicon')
-
-import nltk
-from nltk.sentiment import SentimentIntensityAnalyzer
+    matches = tool.check(text)
+    corrected_sentences = tool.correct(text)
+    return corrected_sentences
 
 def analyze_sentiment(text):
-    sia = SentimentIntensityAnalyzer()
     sentiment_scores = sia.polarity_scores(text)
-    
+
     # Positive sentiment: score > 0
     # Neutral sentiment: score = 0
     # Negative sentiment: score < 0
@@ -35,21 +25,20 @@ def analyze_sentiment(text):
         sentiment = "Neutral"
     else:
         sentiment = "Negative"
-    
+
     return sentiment
 
-def count_words(text):
-    words = text.split()
-    total_words = len(words)
-    return total_words
+def sentence_generator(text):
+    sentences = sent_tokenize(text)
+    for sentence in sentences:
+        yield sentence
 
 def CsharpGrammarly(text):
-  result1= grammar_check(text)
-  sentiment_result= analyze_sentiment(result1)
-  total_words= count_words(result1)
-  return result1,sentiment_result,total_words
+    corrected_sentences = grammar_check(text)
+    sentiment_result = analyze_sentiment(corrected_sentences)
+    total_words = len(text.split())
+    return corrected_sentences, sentiment_result, total_words
 
-import gradio as gr
 iface = gr.Interface(
     fn=CsharpGrammarly,
     inputs=gr.inputs.Textbox(placeholder="Enter your text here..."),
@@ -62,4 +51,4 @@ iface = gr.Interface(
     description="Correct spelling, grammar, and analyze sentiment."
 )
 
-iface.launch()
+iface.launch()