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import os | |
import sqlite3 | |
import re | |
import utilities as us | |
def utils_extract_db_schema_as_string( | |
db_id, base_path, model : str | None = None , normalize=False, sql: str | None = None, get_insert_into: bool = False, prompt : str | None = None | |
): | |
""" | |
Extracts the full schema of an SQLite database into a single string. | |
:param base_path: Base path where the database is located. | |
:param db_id: Path to the SQLite database file. | |
:param normalize: Whether to normalize the schema string. | |
:param sql: Optional SQL query to filter specific tables. | |
:return: Schema of the database as a single string. | |
""" | |
connection = sqlite3.connect(base_path) | |
cursor = connection.cursor() | |
# Get the schema entries based on the provided SQL query | |
schema_entries = _get_schema_entries(cursor, sql, get_insert_into, model, prompt) | |
# Combine all schema definitions into a single string | |
schema_string = _combine_schema_entries(schema_entries, normalize) | |
return schema_string | |
def _get_schema_entries(cursor, sql=None, get_insert_into=False, model: str | None = None, prompt : str | None = None): | |
""" | |
Retrieves schema entries and optionally data entries from the SQLite database. | |
:param cursor: SQLite cursor object. | |
:param sql: Optional SQL query to filter specific tables. | |
:param get_insert_into: Boolean flag to include INSERT INTO statements. | |
:return: List of schema and optionally data entries. | |
""" | |
entries = [] | |
if sql: | |
# Extract table names from the provided SQL query | |
cursor.execute("SELECT name FROM sqlite_master WHERE type='table';") | |
tables = [tbl[0] for tbl in cursor.fetchall() if tbl[0].lower() in sql.lower()] | |
else: | |
# Retrieve all table names | |
cursor.execute("SELECT name FROM sqlite_master WHERE type='table';") | |
tables = [tbl[0] for tbl in cursor.fetchall()] | |
for table in tables: | |
entries_per_table = [] | |
# Retrieve the CREATE TABLE statement for each table | |
cursor.execute(f"SELECT sql FROM sqlite_master WHERE type='table' AND name='{table}' AND sql IS NOT NULL;") | |
create_table_stmt = cursor.fetchone() | |
if create_table_stmt: | |
stmt = create_table_stmt[0].strip() | |
if not stmt.endswith(';'): | |
stmt += ';' | |
entries_per_table.append(stmt) | |
if get_insert_into: | |
# Retrieve all data from the table | |
cursor.execute(f"SELECT * FROM {table};") | |
rows = cursor.fetchall() | |
column_names = [description[0] for description in cursor.description] | |
# Generate INSERT INTO statements for each row | |
if model==None : | |
max_len=3 | |
else: | |
max_len = len(rows) | |
for row in rows[:max_len]: | |
values = ', '.join(f"'{str(value)}'" if isinstance(value, str) else str(value) for value in row) | |
insert_stmt = f"INSERT INTO {table} ({', '.join(column_names)}) VALUES ({values});" | |
entries_per_table.append(insert_stmt) | |
if model != None : entries_per_table = us.crop_entries_per_token(entries_per_table, model, prompt) | |
entries.extend(entries_per_table) | |
return entries | |
def _combine_schema_entries(schema_entries, normalize): | |
""" | |
Combines schema entries into a single string. | |
:param schema_entries: List of schema entries. | |
:param normalize: Whether to normalize the schema string. | |
:return: Combined schema string. | |
""" | |
if not normalize: | |
return "\n".join(entry for entry in schema_entries) | |
return "\n".join( | |
re.sub( | |
r"\s*\)", | |
")", | |
re.sub( | |
r"\(\s*", | |
"(", | |
re.sub( | |
r"(`\w+`)\s+\(", | |
r"\1(", | |
re.sub( | |
r"^\s*([^\s(]+)", | |
r"`\1`", | |
re.sub( | |
r"\s+", | |
" ", | |
entry.replace("CREATE TABLE", "").replace("\t", " "), | |
).strip(), | |
), | |
), | |
), | |
) | |
for entry in schema_entries | |
) | |
def create_db_temp(schema_sql: str) -> sqlite3.Connection: | |
""" | |
Creates a temporary SQLite database in memory by executing the provided SQL schema. | |
Args: | |
schema_sql (str): The SQL code containing CREATE TABLE and INSERT INTO. | |
Returns: | |
sqlite3.Connection: Connection object to the temporary database. | |
""" | |
conn = sqlite3.connect(':memory:') | |
cursor = conn.cursor() | |
try: | |
cursor.executescript(schema_sql) | |
conn.commit() | |
except sqlite3.Error as e: | |
conn.close() | |
raise | |
return conn |