import re # Python's built-in library for regular expressions (or Regex) import sqlite3 from flask import g from transformers import pipeline # Main function of the summarization feature. Performs summarization! def summarize(Entered_story): # Check if the input is empty if not Entered_story.strip(): raise ValueError("Empty input!") # Validate that the input is in the correct format if not validate_story(Entered_story): raise ValueError("Incorrect format!") # Before we do anything, make sure the input is long enough for summarization. if len(Entered_story) < 200: raise ValueError("Invalid length!") # Set the pipeline to use the correct NLP type and model summarizer = pipeline("summarization", model="facebook/bart-large-cnn") # Take note: The max_length & min_length variables refer to the OUTPUT length! summary = summarizer(Entered_story, max_length=100, min_length=30, do_sample=False)[0]["summary_text"] return summary # User Input Format Validation Function for English only def validate_story(Entered_story): pattern = r'As a (?P[^,.]+), I want to (?P[^,.]+)(,|.)+so that (?P.+)' match = re.search(pattern, Entered_story, flags=re.DOTALL) return bool(match) # Function to grab all contents in the "TextSummarization" table (except for unique ids) def getTextSumContents(): db = getattr(g, '_database', None) # Gets the _database attribute from the 'g' object. If it does not exist, returns 'None' if db is None: db = g._database = sqlite3.connect('Refineverse.db') # If db is None, create a new connection for db and g._database. cursor = db.cursor() # Creates a cursor object to handle data cursor.execute("SELECT Entered_story, summary FROM TextSummarization") # The cursor executes the query rows = cursor.fetchall() # Stores the results of fetchall() into a variable return rows # Function to insert a new row into the "TextSummarization" table def insertTextSumRow( Entered_story, summary): with sqlite3.connect('Refineverse.db') as conn: # 'With' will automatically take care of closing and opening the connection cursor = conn.cursor() cursor.execute("INSERT INTO TextSummarization (Entered_story, summary) VALUES (?, ?)", (Entered_story, summary)) conn.commit()