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Create database.py
Browse files- database.py +136 -0
database.py
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import sqlite3
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from io import BytesIO
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import base64
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def create_connection(db_file):
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""" Create a database connection to the SQLite database """
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conn = None
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try:
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conn = sqlite3.connect(db_file)
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return conn
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except sqlite3.Error as e:
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print(e)
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return conn
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def create_table(conn):
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""" Create the results tables if they do not exist """
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create_glaucoma_table_sql = """ CREATE TABLE IF NOT EXISTS results (
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id integer PRIMARY KEY,
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image blob,
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cup_area real,
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disk_area real,
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rim_area real,
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rim_to_disc_line_ratio real,
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ddls_stage integer
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); """
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create_cataract_table_sql = """ CREATE TABLE IF NOT EXISTS cataract_results (
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id integer PRIMARY KEY,
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image blob,
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red_quantity real,
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green_quantity real,
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blue_quantity real,
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stage text
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); """
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try:
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cursor = conn.cursor()
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cursor.execute(create_glaucoma_table_sql)
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cursor.execute(create_cataract_table_sql)
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except sqlite3.Error as e:
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print(e)
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def save_prediction_to_db(image, cup_area, disk_area, rim_area, rim_to_disc_line_ratio, ddls_stage):
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database = "glaucoma_results.db"
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conn = create_connection(database)
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if conn:
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create_table(conn)
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sql = ''' INSERT INTO results(image, cup_area, disk_area, rim_area, rim_to_disc_line_ratio, ddls_stage)
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VALUES(?,?,?,?,?,?) '''
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cur = conn.cursor()
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# Convert the image to bytes
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buffered = BytesIO()
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image.save(buffered, format="PNG")
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img_bytes = buffered.getvalue()
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cur.execute(sql, (img_bytes, cup_area, disk_area, rim_area, rim_to_disc_line_ratio, ddls_stage))
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conn.commit()
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conn.close()
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def fetch_all_data(conn, table_name):
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""" Fetch all data from the given table """
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cursor = conn.cursor()
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cursor.execute(f"SELECT * FROM {table_name}")
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rows = cursor.fetchall()
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return rows
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def get_db_data(db_path_glaucoma, db_path_cataract):
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conn_glaucoma = create_connection(db_path_glaucoma)
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conn_cataract = create_connection(db_path_cataract)
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if conn_glaucoma and conn_cataract:
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create_table(conn_glaucoma)
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create_table(conn_cataract)
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glaucoma_data = fetch_all_data(conn_glaucoma, "results")
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cataract_data = fetch_all_data(conn_cataract, "cataract_results")
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conn_glaucoma.close()
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conn_cataract.close()
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return glaucoma_data, cataract_data
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else:
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return [], []
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def get_context_db_data(db_path_context):
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conn = create_connection(db_path_context)
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if conn:
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cursor = conn.cursor()
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cursor.execute("SELECT * FROM context_info")
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context_data = cursor.fetchall()
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conn.close()
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return context_data
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else:
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return []
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def format_db_data(glaucoma_data, cataract_data, context_data):
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""" Format the database data for display """
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formatted_data = ""
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if not glaucoma_data and not cataract_data and not context_data:
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return "No data available in the database."
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if glaucoma_data:
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headers = ["ID", "Image", "Cup Area", "Disk Area", "Rim Area", "Rim to Disc Line Ratio", "DDLS Stage"]
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formatted_data += "<h2>Glaucoma Data</h2><table border='1'><tr>" + "".join([f"<th>{header}</th>" for header in headers]) + "</tr>"
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for row in glaucoma_data:
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image_html = "No image"
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if row[1] is not None:
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image = base64.b64encode(row[1]).decode('utf-8')
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image_html = f"<img src='data:image/png;base64,{image}' width='100'/>"
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formatted_data += "<tr>" + "".join([f"<td>{image_html if i == 1 else row[i]}</td>" for i in range(len(row))]) + "</tr>"
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formatted_data += "</table>"
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if cataract_data:
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headers = ["ID", "Image", "Red Quantity", "Green Quantity", "Blue Quantity", "Stage"]
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formatted_data += "<h2>Cataract Data</h2><table border='1'><tr>" + "".join([f"<th>{header}</th>" for header in headers]) + "</tr>"
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for row in cataract_data:
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image_html = "No image"
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if row[1] is not None:
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image = base64.b64encode(row[1]).decode('utf-8')
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image_html = f"<img src='data:image/png;base64,{image}' width='100'/>"
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formatted_data += "<tr>" + "".join([f"<td>{image_html if i == 1 else row[i]}</td>" for i in range(len(row))]) + "</tr>"
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formatted_data += "</table>"
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if context_data:
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headers = ["ID", "Text Content"]
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formatted_data += "<h2>Context Data</h2><table border='1'><tr>" + "".join([f"<th>{header}</th>" for header in headers]) + "</tr>"
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for row in context_data:
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formatted_data += "<tr>" + "".join([f"<td>{row[i]}</td>" for i in range(len(row))]) + "</tr>"
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formatted_data += "</table>"
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return formatted_data
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