Spaces:
Running
Running
File size: 16,527 Bytes
4a72223 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 |
import sqlite3
import gradio as gr
import pandas as pd
import logging
import os
import re
import time
from typing import List, Tuple, Union
from contextlib import contextmanager
from urllib.parse import urlparse
from datetime import datetime
# Set up logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)
# Custom exceptions
class DatabaseError(Exception):
pass
class InputError(Exception):
pass
# Database connection function with connection pooling
class Database:
def __init__(self, db_name=None):
self.db_name = db_name or os.getenv('DB_NAME', 'media_summary.db')
self.pool = []
self.pool_size = 10
@contextmanager
def get_connection(self):
retry_count = 5
retry_delay = 1
conn = None
while retry_count > 0:
try:
conn = self.pool.pop() if self.pool else sqlite3.connect(self.db_name, check_same_thread=False)
yield conn
self.pool.append(conn)
return
except sqlite3.OperationalError as e:
if 'database is locked' in str(e):
logger.warning(f"Database is locked, retrying in {retry_delay} seconds...")
retry_count -= 1
time.sleep(retry_delay)
else:
raise DatabaseError(f"Database error: {e}")
except Exception as e:
raise DatabaseError(f"Unexpected error: {e}")
finally:
# Ensure the connection is returned to the pool even on failure
if conn:
self.pool.append(conn)
raise DatabaseError("Database is locked and retries have been exhausted")
def execute_query(self, query: str, params: Tuple = ()) -> None:
with self.get_connection() as conn:
try:
cursor = conn.cursor()
cursor.execute(query, params)
conn.commit()
except sqlite3.Error as e:
raise DatabaseError(f"Database error: {e}, Query: {query}")
db = Database()
# Function to create tables with the new media schema
def create_tables() -> None:
table_queries = [
'''
CREATE TABLE IF NOT EXISTS Media (
id INTEGER PRIMARY KEY AUTOINCREMENT,
url TEXT,
title TEXT NOT NULL,
type TEXT NOT NULL,
content TEXT,
author TEXT,
ingestion_date TEXT,
prompt TEXT,
summary TEXT,
transcription_model TEXT
)
''',
'''
CREATE TABLE IF NOT EXISTS Keywords (
id INTEGER PRIMARY KEY AUTOINCREMENT,
keyword TEXT NOT NULL UNIQUE
)
''',
'''
CREATE TABLE IF NOT EXISTS MediaKeywords (
id INTEGER PRIMARY KEY AUTOINCREMENT,
media_id INTEGER NOT NULL,
keyword_id INTEGER NOT NULL,
FOREIGN KEY (media_id) REFERENCES Media(id),
FOREIGN KEY (keyword_id) REFERENCES Keywords(id)
)
''',
'''
CREATE TABLE IF NOT EXISTS MediaVersion (
id INTEGER PRIMARY KEY AUTOINCREMENT,
media_id INTEGER NOT NULL,
version INTEGER NOT NULL,
prompt TEXT,
summary TEXT,
created_at TEXT NOT NULL,
FOREIGN KEY (media_id) REFERENCES Media(id)
)
''',
'''
CREATE TABLE IF NOT EXISTS MediaModifications (
id INTEGER PRIMARY KEY AUTOINCREMENT,
media_id INTEGER NOT NULL,
prompt TEXT,
summary TEXT,
modification_date TEXT,
FOREIGN KEY (media_id) REFERENCES Media(id)
)
''',
'''
CREATE VIRTUAL TABLE IF NOT EXISTS media_fts USING fts5(title, content);
''',
'''
CREATE VIRTUAL TABLE IF NOT EXISTS keyword_fts USING fts5(keyword);
''',
'''
CREATE INDEX IF NOT EXISTS idx_media_title ON Media(title);
''',
'''
CREATE INDEX IF NOT EXISTS idx_media_type ON Media(type);
''',
'''
CREATE INDEX IF NOT EXISTS idx_media_author ON Media(author);
''',
'''
CREATE INDEX IF NOT EXISTS idx_media_ingestion_date ON Media(ingestion_date);
''',
'''
CREATE INDEX IF NOT EXISTS idx_keywords_keyword ON Keywords(keyword);
''',
'''
CREATE INDEX IF NOT EXISTS idx_mediakeywords_media_id ON MediaKeywords(media_id);
''',
'''
CREATE INDEX IF NOT EXISTS idx_mediakeywords_keyword_id ON MediaKeywords(keyword_id);
''',
'''
CREATE INDEX IF NOT EXISTS idx_media_version_media_id ON MediaVersion(media_id);
'''
]
for query in table_queries:
db.execute_query(query)
create_tables()
# Function to add a keyword
def add_keyword(keyword: str) -> int:
keyword = keyword.strip().lower()
with db.get_connection() as conn:
cursor = conn.cursor()
try:
cursor.execute('INSERT OR IGNORE INTO Keywords (keyword) VALUES (?)', (keyword,))
cursor.execute('SELECT id FROM Keywords WHERE keyword = ?', (keyword,))
keyword_id = cursor.fetchone()[0]
cursor.execute('INSERT OR IGNORE INTO keyword_fts (rowid, keyword) VALUES (?, ?)', (keyword_id, keyword))
logging.info(f"Keyword '{keyword}' added to keyword_fts with ID: {keyword_id}")
conn.commit()
return keyword_id
except sqlite3.IntegrityError as e:
logging.error(f"Integrity error adding keyword: {e}")
raise DatabaseError(f"Integrity error adding keyword: {e}")
except sqlite3.Error as e:
logging.error(f"Error adding keyword: {e}")
raise DatabaseError(f"Error adding keyword: {e}")
# Function to delete a keyword
def delete_keyword(keyword: str) -> str:
keyword = keyword.strip().lower()
with db.get_connection() as conn:
cursor = conn.cursor()
try:
cursor.execute('SELECT id FROM Keywords WHERE keyword = ?', (keyword,))
keyword_id = cursor.fetchone()
if keyword_id:
cursor.execute('DELETE FROM Keywords WHERE keyword = ?', (keyword,))
cursor.execute('DELETE FROM keyword_fts WHERE rowid = ?', (keyword_id[0],))
conn.commit()
return f"Keyword '{keyword}' deleted successfully."
else:
return f"Keyword '{keyword}' not found."
except sqlite3.Error as e:
raise DatabaseError(f"Error deleting keyword: {e}")
# Function to add media with keywords
def add_media_with_keywords(url, title, media_type, content, keywords, prompt, summary, transcription_model, author, ingestion_date):
# Set default values for missing fields
url = url or 'Unknown'
title = title or 'Untitled'
media_type = media_type or 'Unknown'
content = content or 'No content available'
keywords = keywords or 'default'
prompt = prompt or 'No prompt available'
summary = summary or 'No summary available'
transcription_model = transcription_model or 'Unknown'
author = author or 'Unknown'
ingestion_date = ingestion_date or datetime.now().strftime('%Y-%m-%d')
# Use 'localhost' as the URL if no valid URL is provided
if not is_valid_url(url):
url = 'localhost'
if media_type not in ['document', 'video', 'article']:
raise InputError("Invalid media type. Allowed types: document, video, article.")
if ingestion_date and not is_valid_date(ingestion_date):
raise InputError("Invalid ingestion date format. Use YYYY-MM-DD.")
if not ingestion_date:
ingestion_date = datetime.now().strftime('%Y-%m-%d')
logging.info(f"URL: {url}")
logging.info(f"Title: {title}")
logging.info(f"Media Type: {media_type}")
logging.info(f"Keywords: {keywords}")
logging.info(f"Content: {content}")
logging.info(f"Prompt: {prompt}")
logging.info(f"Summary: {summary}")
logging.info(f"Author: {author}")
logging.info(f"Ingestion Date: {ingestion_date}")
logging.info(f"Transcription Model: {transcription_model}")
try:
with db.get_connection() as conn:
cursor = conn.cursor()
# Initialize keyword_list
keyword_list = keywords.split(',')
# Check if media already exists
cursor.execute('SELECT id FROM Media WHERE url = ?', (url,))
existing_media = cursor.fetchone()
if existing_media:
media_id = existing_media[0]
logger.info(f"Existing media found with ID: {media_id}")
# Insert new prompt and summary into MediaModifications
cursor.execute('''
INSERT INTO MediaModifications (media_id, prompt, summary, modification_date)
VALUES (?, ?, ?, ?)
''', (media_id, prompt, summary, ingestion_date))
logger.info("New summary and prompt added to MediaModifications")
else:
logger.info("New media entry being created")
# Insert new media item
cursor.execute('''
INSERT INTO Media (url, title, type, content, author, ingestion_date, transcription_model)
VALUES (?, ?, ?, ?, ?, ?, ?)
''', (url, title, media_type, content, author, ingestion_date, transcription_model))
media_id = cursor.lastrowid
# Insert keywords and associate with media item
for keyword in keyword_list:
keyword = keyword.strip().lower()
cursor.execute('INSERT OR IGNORE INTO Keywords (keyword) VALUES (?)', (keyword,))
cursor.execute('SELECT id FROM Keywords WHERE keyword = ?', (keyword,))
keyword_id = cursor.fetchone()[0]
cursor.execute('INSERT OR IGNORE INTO MediaKeywords (media_id, keyword_id) VALUES (?, ?)', (media_id, keyword_id))
cursor.execute('INSERT INTO media_fts (rowid, title, content) VALUES (?, ?, ?)', (media_id, title, content))
# Also insert the initial prompt and summary into MediaModifications
cursor.execute('''
INSERT INTO MediaModifications (media_id, prompt, summary, modification_date)
VALUES (?, ?, ?, ?)
''', (media_id, prompt, summary, ingestion_date))
conn.commit()
# Insert initial version of the prompt and summary
add_media_version(media_id, prompt, summary)
return f"Media '{title}' added successfully with keywords: {', '.join(keyword_list)}"
except sqlite3.IntegrityError as e:
logger.error(f"Integrity Error: {e}")
raise DatabaseError(f"Integrity error adding media with keywords: {e}")
except sqlite3.Error as e:
logger.error(f"SQL Error: {e}")
raise DatabaseError(f"Error adding media with keywords: {e}")
except Exception as e:
logger.error(f"Unexpected Error: {e}")
raise DatabaseError(f"Unexpected error: {e}")
# Function to add a version of a prompt and summary
def add_media_version(media_id: int, prompt: str, summary: str) -> None:
try:
with db.get_connection() as conn:
cursor = conn.cursor()
# Get the current version number
cursor.execute('SELECT MAX(version) FROM MediaVersion WHERE media_id = ?', (media_id,))
current_version = cursor.fetchone()[0] or 0
# Insert the new version
cursor.execute('''
INSERT INTO MediaVersion (media_id, version, prompt, summary, created_at)
VALUES (?, ?, ?, ?, ?)
''', (media_id, current_version + 1, prompt, summary, datetime.now().strftime('%Y-%m-%d %H:%M:%S')))
conn.commit()
except sqlite3.Error as e:
raise DatabaseError(f"Error adding media version: {e}")
# Function to search the database with advanced options, including keyword search and full-text search
def search_db(search_query: str, search_fields: List[str], keywords: str, page: int = 1, results_per_page: int = 10) -> Union[List[Tuple], str]:
# Validate input
if page < 1:
raise InputError("Page number must be 1 or greater.")
keywords = [keyword.strip().lower() for keyword in keywords.split(',') if keyword.strip()]
with db.get_connection() as conn:
cursor = conn.cursor()
offset = (page - 1) * results_per_page
search_conditions = []
if search_fields:
search_conditions.append(" OR ".join([f"media_fts.{field} MATCH ?" for field in search_fields]))
if keywords:
keyword_conditions = []
for keyword in keywords:
keyword_conditions.append("keyword_fts.keyword MATCH ?")
search_conditions.append(" AND ".join(keyword_conditions))
where_clause = " AND ".join(search_conditions)
query = f'''
SELECT Media.url, Media.title, Media.type, Media.content, Media.author, Media.ingestion_date, Media.prompt, Media.summary
FROM Media
JOIN media_fts ON Media.id = media_fts.rowid
JOIN MediaKeywords ON Media.id = MediaKeywords.media_id
JOIN Keywords ON MediaKeywords.keyword_id = Keywords.id
JOIN keyword_fts ON Keywords.id = keyword_fts.rowid
WHERE {where_clause}
LIMIT ? OFFSET ?
'''
try:
params = tuple([search_query] * len(search_fields) + keywords)
cursor.execute(query, params + (results_per_page, offset))
results = cursor.fetchall()
if not results:
return "No results found."
return results
except sqlite3.Error as e:
raise DatabaseError(f"Error executing query: {e}")
# Function to format results for display
def format_results(results: Union[List[Tuple], str]) -> pd.DataFrame:
if isinstance(results, str):
return pd.DataFrame() # Return an empty DataFrame if results is a string
df = pd.DataFrame(results,
columns=['URL', 'Title', 'Type', 'Content', 'Author', 'Ingestion Date', 'Prompt', 'Summary'])
return df
# Gradio function to handle user input and display results with pagination, with better feedback
def search_and_display(search_query: str, search_fields: List[str], keyword: str, page: int, dummy: bool = False):
if not submit:
return [], gr.update(visible=False)
try:
if not search_query.strip():
raise InputError("Please enter a valid search query.")
results = search_db(search_query, search_fields, keyword, page)
df = format_results(results)
if df.empty:
return df, gr.update(value="No results found.", visible=True)
else:
return df, gr.update(visible=False)
except (DatabaseError, InputError) as e:
return pd.DataFrame(), gr.update(value=str(e), visible=True)
# Function to export search results to CSV with pagination
def export_to_csv(search_query: str, search_fields: List[str], keyword: str, page: int = 1, results_per_file: int = 1000):
try:
results = search_db(search_query, search_fields, keyword, page, results_per_file)
df = format_results(results)
filename = f'search_results_page_{page}.csv'
df.to_csv(filename, index=False)
return f"Results exported to {filename}"
except (DatabaseError, InputError) as e:
return str(e)
# Helper function to validate URL format
def is_valid_url(url: str) -> bool:
regex = re.compile(
r'^(?:http|ftp)s?://' # http:// or https://
r'(?:(?:[A-Z0-9](?:[A-Z0-9-]{0,61}[A-Z0-9])?\.)+(?:[A-Z]{2,6}\.?|[A-Z0-9-]{2,}\.?)|' # domain...
r'localhost|' # localhost...
r'\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3}|' # ...or ipv4
r'\[?[A-F0-9]*:[A-F0-9:]+\]?)' # ...or ipv6
r'(?::\d+)?' # optional port
r'(?:/?|[/?]\S+)$', re.IGNORECASE)
return re.match(regex, url) is not None
# Helper function to validate date format
def is_valid_date(date_string: str) -> bool:
try:
datetime.strptime(date_string, '%Y-%m-%d')
return True
except ValueError:
return False
|