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app.py
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#!/usr/bin/env python
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# coding: utf-8
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from gtts import gTTS
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import gradio as gr
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from PyPDF2 import PdfFileReader
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from googletrans import Translator
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import googletrans
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import numpy as np
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import requests
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from PIL import Image
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import pytesseract
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# from docx import Document
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cnt = 0
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langues = googletrans.LANGUAGES
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API_URL = "https://api-inference.huggingface.co/models/facebook/bart-large-cnn"
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headers = {"Authorization": "Bearer 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"}
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def query(payload):
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response = requests.post(API_URL, headers=headers, json=payload)
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return response.json()
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def get_key(val):
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for key, value in langues.items():
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if val == value:
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return key
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def read_article(file_name):
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name = file_name.name.replace("\\",'/')
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file = None
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article = ""
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if name.endswith(".txt"):
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file = open(name, "r")
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filedata = file.readlines()
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for e in filedata :
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article = article + e
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if name.endswith(".pdf"):
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# article = textract.process('document_path.PDF', method='PDFminer')
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document = PdfFileReader(open(name, 'rb'))
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for page in range(document.numPages):
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pageObj = document.getPage(page)
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article += pageObj.extractText().replace('\n','')
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if name.endswith(".docx"):
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pass
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# doc = Document(name)
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# article = None
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# for para in doc.paragraphs:
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# article = article + para.text
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if name.endswith(".jpg") or name.endswith(".png") or name.endswith(".jpeg"):
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img = Image.open(name)
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# path where the tesseract module is installed
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pytesseract.pytesseract.tesseract_cmd ='C:/Program Files (x86)/Tesseract-OCR/tesseract.exe'
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# converts the image to result and saves it into result variable
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result = pytesseract.image_to_string(img)
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return article
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def translate_data(text, final_language):
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translator = Translator()
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translation = translator.translate(text, dest=get_key(final_language))
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return translation.text
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def generate_summary(file_name, mode,final_language):
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# Step 1 - Read text anc split it
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global cnt
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sentences = read_article(file_name)
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translator = Translator()
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cnt +=1
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if mode == "traduction":
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text_translate = translate_data(sentences,final_language)
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myobj = gTTS(text=text_translate, lang=get_key(final_language), slow=False)
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myobj.save(f"audio_traduce{cnt}.wav")
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return f"audio_traduce{cnt}.wav", text_translate
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elif mode=="lecture":
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text = translator.translate(sentences)
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text_translate = sentences
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myobj = gTTS(text=text_translate, lang=get_key(final_language), slow=False)
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myobj.save(f"audio_lecture{cnt}.wav")
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return f"audio_lecture{cnt}.wav", text_translate
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elif mode == "resume_et_traduire":
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text_translate = query({"inputs": sentences,})
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text_translate = text_translate[0]['summary_text']
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text = translate_data(text_translate,final_language)
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text_translate = text
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myobj = gTTS(text=text, lang=get_key(final_language), slow=False)
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myobj.save(f"audio_resume_traduire{cnt}.wav")
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return f"audio_resume_traduire{cnt}.wav", text_translate
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else:
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text_translate = query({"inputs": sentences,})
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text_translate = text_translate[0]['summary_text']
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text = translator.translate(text_translate)
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myobj = gTTS(text=text_translate, lang=text.src, slow=False)
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myobj.save(f"audio_resume{cnt}.wav")
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return f"audio_resume{cnt}.wav", text_translate
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iface = gr.Interface(
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fn=generate_summary,
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inputs=[
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gr.inputs.File( file_count="single",type="file", label="Fichier à Traduire"),
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gr.inputs.Radio(['resume', 'traduction','resume_et_traduire','lecture'], label="Choix du mode de fonctionnement"),
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gr.inputs.Radio(['afrikaans', 'albanian', 'amharic', 'arabic', 'armenian', 'azerbaijani',
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'basque', 'belarusian', 'bengali', 'bosnian', 'bulgarian', 'catalan', 'cebuano', 'chichewa',
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'chinese (simplified)', 'chinese (traditional)', 'corsican', 'croatian', 'czech', 'danish',
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'dutch', 'english', 'esperanto', 'estonian', 'filipino', 'finnish', 'french', 'frisian',
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'galician', 'georgian', 'german', 'greek', 'gujarati', 'haitian creole', 'hausa', 'hawaiian',
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'hebrew', 'hebrew', 'hindi', 'hmong', 'hungarian', 'icelandic', 'igbo', 'indonesian', 'irish',
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'italian', 'japanese', 'javanese', 'kannada', 'kazakh', 'khmer', 'korean', 'kurdish (kurmanji)',
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'kyrgyz', 'lao', 'latin', 'latvian', 'lithuanian', 'luxembourgish', 'macedonian', 'malagasy',
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'malay', 'malayalam', 'maltese', 'maori', 'marathi', 'mongolian', 'myanmar (burmese)', 'nepali',
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'norwegian', 'odia', 'pashto', 'persian', 'polish', 'portuguese', 'punjabi', 'romanian', 'russian',
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'samoan', 'scots gaelic', 'serbian', 'sesotho', 'shona', 'sindhi', 'sinhala', 'slovak', 'slovenian',
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'somali', 'spanish', 'sundanese', 'swahili', 'swedish', 'tajik', 'tamil', 'telugu', 'thai', 'turkish',
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'ukrainian', 'urdu', 'uyghur', 'uzbek', 'vietnamese', 'welsh', 'xhosa', 'yiddish', 'yoruba', 'zulu'],label="Langage à traduire")],
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outputs= [gr.outputs.Audio(type="file", label="Audio du livre")
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,gr.outputs.Textbox(label="resultat")],
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theme="dark-seafoam")
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iface.launch(inbrowser=True,share= True)
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# GPS ou GSM qui a le GPS (150k, 15k)
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