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app.py
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57 lines (48 loc) · 1.86 KB
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import PyPDF2
from fpdf import FPDF
from transformers import MarianMTModel, MarianTokenizer
from tqdm import tqdm
def extract_text_from_pdf(pdf_path):
"""
Extract text from PDF file.
"""
with open(pdf_path, 'rb') as file:
reader = PyPDF2.PdfFileReader(file)
text = ""
for page_num in range(reader.numPages):
text += reader.getPage(page_num).extractText()
return text
def translate_text(text, source_language, target_language, max_length=512):
"""
Translates text from source language to target language.
"""
# change lng
model_name = f'Helsinki-NLP/opus-mt-{source_language}-{target_language}'
model = MarianMTModel.from_pretrained(model_name)
tokenizer = MarianTokenizer.from_pretrained(model_name)
text_segments = [text[i:i + max_length] for i in range(0, len(text), max_length)]
translated_segments = []
# Use tqdm for loading bar
for segment in tqdm(text_segments, desc="Translating", unit="segment"):
inputs = tokenizer(segment, return_tensors='pt', padding=True, max_length=max_length, truncation=True)
outputs = model.generate(**inputs)
translated_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
translated_segments.append(translated_text)
translated_text = " ".join(translated_segments)
return translated_text
def create_pdf_from_text(text, output_path):
"""
Creates a PDF file from text.
"""
pdf = FPDF()
pdf.add_page()
pdf.set_font("Arial", size=12)
pdf.multi_cell(0, 5, txt=text, align="L")
pdf.output(output_path)
input_pdf_path = 'input.pdf'
output_pdf_path = 'output.pdf'
source_language = 'en'
target_language = 'es'
text = extract_text_from_pdf(input_pdf_path)
translated_text = translate_text(text, source_language, target_language)
create_pdf_from_text(translated_text, output_pdf_path)