Update app.py

app.py

@@ -17,9 +17,6 @@ def predict_en(text):
 # Ensure necessary NLTK data is downloaded for Humanifier
 nltk.download('wordnet')
 nltk.download('omw-1.4')
-nltk.download('punkt')
-nltk.download('averaged_perceptron_tagger')
-
 
 # Ensure the SpaCy model is installed for Humanifier
 try:
@@ -28,59 +25,6 @@ except OSError:
     subprocess.run(["python", "-m", "spacy", "download", "en_core_web_sm"])
     nlp = spacy.load("en_core_web_sm")
 
-# Grammar, Tense, and Singular/Plural Correction Functions
-
-# Correct article errors (e.g., "a apple" -> "an apple")
-def check_article_error(text):
-    tokens = nltk.pos_tag(nltk.word_tokenize(text))
-    corrected_tokens = []
-    
-    for i, token in enumerate(tokens):
-        word, pos = token
-        if word.lower() == 'a' and i < len(tokens) - 1 and tokens[i + 1][1] == 'NN':
-            corrected_tokens.append('an' if tokens[i + 1][0][0] in 'aeiou' else 'a')
-        else:
-            corrected_tokens.append(word)
-    
-    return ' '.join(corrected_tokens)
-
-# Correct tense errors (e.g., "She has go out" -> "She has gone out")
-def check_tense_error(text):
-    tokens = nltk.pos_tag(nltk.word_tokenize(text))
-    corrected_tokens = []
-    
-    for word, pos in tokens:
-        if word == "go" and pos == "VB":
-            corrected_tokens.append("gone")
-        elif word == "know" and pos == "VB":
-            corrected_tokens.append("known")
-        else:
-            corrected_tokens.append(word)
-    
-    return ' '.join(corrected_tokens)
-
-# Correct singular/plural errors (e.g., "There are many chocolate" -> "There are many chocolates")
-def check_pluralization_error(text):
-    tokens = nltk.pos_tag(nltk.word_tokenize(text))
-    corrected_tokens = []
-    
-    for word, pos in tokens:
-        if word == "chocolate" and pos == "NN":
-            corrected_tokens.append("chocolates")
-        elif word == "kids" and pos == "NNS":
-            corrected_tokens.append("kid")
-        else:
-            corrected_tokens.append(word)
-    
-    return ' '.join(corrected_tokens)
-
-# Combined function to correct grammar, tense, and singular/plural errors
-def correct_grammar_tense_plural(text):
-    text = check_article_error(text)
-    text = check_tense_error(text)
-    text = check_pluralization_error(text)
-    return text
-
 # Function to get synonyms using NLTK WordNet (Humanifier)
 def get_synonyms_nltk(word, pos):
     synsets = wordnet.synsets(word, pos=pos)
@@ -140,20 +84,17 @@ def paraphrase_with_spacy_nltk(text):
     
     return corrected_text
 
-# Combined function: Paraphrase -> Capitalization -> Grammar Correction
+# Combined function: Paraphrase -> Capitalization (Humanifier)
 def paraphrase_and_correct(text):
     # Step 1: Paraphrase the text
     paraphrased_text = paraphrase_with_spacy_nltk(text)
     
     # Step 2: Capitalize sentences and proper nouns
-    capitalized_text = capitalize_sentences_and_nouns(paraphrased_text)
-
-    # Step 3: Correct grammar, tense, and pluralization
-    final_text = correct_grammar_tense_plural(capitalized_text)
+    final_text = capitalize_sentences_and_nouns(paraphrased_text)
     
     return final_text
 
-# Gradio app setup with three tabs
+# Gradio app setup with two tabs
 with gr.Blocks() as demo:
     with gr.Tab("AI Detection"):
         t1 = gr.Textbox(lines=5, label='Text')
@@ -171,14 +112,6 @@ with gr.Blocks() as demo:
 
         # Connect the paraphrasing function to the button
         paraphrase_button.click(paraphrase_and_correct, inputs=text_input, outputs=output_text)
-    
-    with gr.Tab("Grammar Correction"):
-        grammar_input = gr.Textbox(lines=5, label="Input Text")
-        grammar_button = gr.Button("Correct Grammar")
-        grammar_output = gr.Textbox(label="Corrected Text")
-
-        # Connect the custom grammar, tense, and plural correction function to the button
-        grammar_button.click(correct_grammar_tense_plural, inputs=grammar_input, outputs=grammar_output)
 
-# Launch the app with all functionalities
-demo.launch(share=True)  # Enables public link sharing and could bypass local threading issues
+# Launch the app with the remaining functionalities
+demo.launch()