Spaces:
Sleeping
Sleeping
File size: 2,158 Bytes
04919b2 c5d2e49 04919b2 aed78e3 04919b2 aed78e3 c5d2e49 aed78e3 c5d2e49 aed78e3 c5d2e49 aed78e3 c5d2e49 aed78e3 a2b6ad0 c5d2e49 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 |
import gradio as gr
from transformers import pipeline
import spacy
import subprocess
import nltk
from nltk.corpus import wordnet
from spellchecker import SpellChecker
# Initialize other components (AI detection, NLP, etc.) as before...
# Function to paraphrase and correct grammar using Ginger
def correct_with_ginger(text):
ginger_result = get_ginger_result(text)
if "error" in ginger_result:
return ginger_result["error"]
original_text = text
fixed_text = original_text
color_gap, fixed_gap = 0, 0
if not ginger_result["LightGingerTheTextResult"]:
return "No grammatical issues found!"
for result in ginger_result["LightGingerTheTextResult"]:
if result["Suggestions"]:
from_index = result["From"] + color_gap
to_index = result["To"] + 1 + color_gap
suggest = result["Suggestions"][0]["Text"]
original_text = original_text[:from_index] + original_text[from_index:to_index] + original_text[to_index:]
fixed_text = fixed_text[:from_index-fixed_gap] + suggest + fixed_text[to_index-fixed_gap:]
color_gap += len(suggest) - (to_index - from_index)
fixed_gap += to_index - from_index - len(suggest)
return fixed_text
# Gradio app setup with two tabs
with gr.Blocks() as demo:
with gr.Tab("AI Detection"):
t1 = gr.Textbox(lines=5, label='Text')
button1 = gr.Button("🤖 Predict!")
label1 = gr.Textbox(lines=1, label='Predicted Label 🎃')
score1 = gr.Textbox(lines=1, label='Prob')
button1.click(fn=predict_en, inputs=t1, outputs=[label1, score1])
with gr.Tab("Paraphrasing & Grammar Correction"):
t2 = gr.Textbox(lines=5, label='Enter text for paraphrasing and grammar correction')
button2 = gr.Button("🔄 Paraphrase and Correct")
ginger_button = gr.Button("🔧 Correct with Ginger")
result2 = gr.Textbox(lines=5, label='Corrected Text')
button2.click(fn=paraphrase_and_correct, inputs=t2, outputs=result2)
ginger_button.click(fn=correct_with_ginger, inputs=t2, outputs=result2)
demo.launch(share=True)
|