import fitz from transformers import BartForConditionalGeneration, BartTokenizer import tkinter as tk from tkinter import filedialog model_name = "facebook/bart-large-cnn" tokenizer = BartTokenizer.from_pretrained(model_name) model = BartForConditionalGeneration.from_pretrained(model_name) #Function to extract text from PDF def extract_text_from_pdf(pdf_path): text = "" with fitz.open(pdf_path) as pdf_file: for page_num in range(len(pdf_file)): page = pdf_file.load_page(page_num) text += page.get_text() return text #Function to summarize PDF and display on tkinter window def summarize_and_display(pdf_path, summary_length): summary_text.delete(1.0, tk.END) summary_text.insert(tk.END, "This may take some time. Please be patient...\n") document = extract_text_from_pdf(pdf_path) valid_lengths = ["long", "medium", "short"] while summary_length.lower() not in valid_lengths: print("Invalid input. Please enter 'long', 'medium', or 'short'.") summary_length = input("Enter length of summary (long/medium/short):") if summary_length.lower() == "long": min_length = 800 elif summary_length.lower() == "medium": min_length = 500 elif summary_length.lower() == 'short': min_length = 100 # Tokenize and encode the input document inputs = tokenizer([document], max_length=1024, return_tensors='pt', truncation=True) # Generate summary summary_ids = model.generate(inputs ['input_ids'], num_beams=4, max_length=1000, min_length=min_length, early_stopping=False) # Decode and print the summary summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True) summary_text.delete(1.0, tk.END) summary_text.insert(tk.END, summary) # Function to handle file selection using tkinter def select_file(): file_path = filedialog.askopenfilename(filetypes = [("PDF files")]) if file_path: pdf_path_entry.delete(0, tk.END) pdf_path_entry.insert(0, file_path) # Create GUI root = tk.Tk() root.title("PDF Summarizer") file_label = tk.Label(root, text="PDF File:") file_label.grid(row=0, column=0) pdf_path_entry= tk.Entry(root, width=50) pdf_path_entry.grid(row=0, column=1) browse_button= tk.Button(root, text="Browse", command=select_file) browse_button.grid(row=0, column=2) summary_length_label = tk.Label(root, text="Summary Length:") summary_length_label.grid(row=1, column=0) summary_length_entry = tk.Entry(root, width=10) summary_length_entry.grid(row=1, column=1) summarize_button = tk.Button(root, text="Summarize", command=lambda: summarize_and_display(pdf_path_entry.get(), summary_length_entry.get())) summarize_button.grid(row=1, column=2) summary_text_label = tk.Label(root, text="Summary:") summary_text_label.grid(row=2, column=0, columnspan=3) summary_text = tk.Text(root, wrap=tk.WORD, width=60, height=10) summary_text.grid(row=3, column=0, columnspan=3) root.update() root.mainloop()