Update app.py
Browse files
app.py
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import gradio as gr
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import nltk
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from nltk.corpus import wordnet
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from nltk.tokenize import word_tokenize
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# Download necessary resources
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nltk.download('punkt')
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nltk.download('averaged_perceptron_tagger')
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nltk.download('wordnet')
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# Function to get the WordNet POS tag from the NLTK POS tag
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def get_wordnet_pos(tag):
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if tag.startswith('J'):
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return wordnet.ADJ
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elif tag.startswith('V'):
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return wordnet.VERB
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elif tag.startswith('N'):
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return wordnet.NOUN
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elif tag.startswith('R'):
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return wordnet.ADV
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else:
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return None
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# Function to find a synonym for a word
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def get_synonym(word, pos):
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synonyms = wordnet.synsets(word, pos=pos)
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if synonyms:
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return synonyms[0].lemmas()[0].name() # Get the first synonym
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return word # Return the original word if no synonym is found
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# Main function to replace words with synonyms
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def replace_with_synonyms(sentence):
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words = word_tokenize(sentence)
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pos_tags = nltk.pos_tag(words) # Get the part of speech tags
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new_sentence = []
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for word, tag in pos_tags:
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wordnet_pos = get_wordnet_pos(tag)
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if wordnet_pos: # Only replace if a valid POS tag is found
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synonym = get_synonym(word, wordnet_pos)
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new_sentence.append(synonym)
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else:
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new_sentence.append(word) # Keep the original word if no POS tag
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return ' '.join(new_sentence)
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# Gradio interface
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def synonymize(sentence):
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return replace_with_synonyms(sentence)
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iface = gr.Interface(fn=synonymize, inputs="text", outputs="text", title="Synonym Replacer", description="Enter a sentence, and the app will replace words with synonyms.")
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iface.launch()
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