refactor: The first refactored version for sdk release (#907)

Co-authored-by: chengfangyin2 <chengfangyin3@jd.com>
This commit is contained in:
FangYin Cheng
2023-12-08 14:45:59 +08:00
committed by GitHub
parent e7e4aff667
commit cd725db1fb
573 changed files with 2094 additions and 3571 deletions

View File

View File

@@ -0,0 +1,84 @@
import logging
from sqlalchemy import create_engine
from sqlalchemy.orm import sessionmaker
from dbgpt._private.config import Config
from dbgpt.storage.schema import DBType
from dbgpt.datasource.rdbms.base import RDBMSDatabase
logger = logging.getLogger(__name__)
CFG = Config()
class BaseDao:
def __init__(
self, orm_base=None, database: str = None, create_not_exist_table: bool = False
) -> None:
"""BaseDAO, If the current database is a file database and create_not_exist_table=True, we will automatically create a table that does not exist"""
self._orm_base = orm_base
self._database = database
self._create_not_exist_table = create_not_exist_table
self._db_engine = None
self._session = None
self._connection = None
@property
def db_engine(self):
if not self._db_engine:
# lazy loading
db_engine, connection = _get_db_engine(
self._orm_base, self._database, self._create_not_exist_table
)
self._db_engine = db_engine
self._connection = connection
return self._db_engine
@property
def Session(self):
if not self._session:
self._session = sessionmaker(bind=self.db_engine)
return self._session
def _get_db_engine(
orm_base=None, database: str = None, create_not_exist_table: bool = False
):
db_engine = None
connection: RDBMSDatabase = None
db_type = DBType.of_db_type(CFG.LOCAL_DB_TYPE)
if db_type is None or db_type == DBType.Mysql:
# default database
db_engine = create_engine(
f"mysql+pymysql://{CFG.LOCAL_DB_USER}:{CFG.LOCAL_DB_PASSWORD}@{CFG.LOCAL_DB_HOST}:{CFG.LOCAL_DB_PORT}/{database}",
echo=True,
)
else:
db_namager = CFG.LOCAL_DB_MANAGE
if not db_namager:
raise Exception(
"LOCAL_DB_MANAGE is not initialized, please check the system configuration"
)
if db_type.is_file_db():
db_path = CFG.LOCAL_DB_PATH
if db_path is None or db_path == "":
raise ValueError(
"You LOCAL_DB_TYPE is file db, but LOCAL_DB_PATH is not configured, please configure LOCAL_DB_PATH in you .env file"
)
_, database = db_namager._parse_file_db_info(db_type.value(), db_path)
logger.info(
f"Current DAO database is file database, db_type: {db_type.value()}, db_path: {db_path}, db_name: {database}"
)
logger.info(f"Get DAO database connection with database name {database}")
connection: RDBMSDatabase = db_namager.get_connect(database)
if not isinstance(connection, RDBMSDatabase):
raise ValueError(
"Currently only supports `RDBMSDatabase` database as the underlying database of BaseDao, please check your database configuration"
)
db_engine = connection._engine
if db_type.is_file_db() and orm_base is not None and create_not_exist_table:
logger.info("Current database is file database, create not exist table")
orm_base.metadata.create_all(db_engine)
return db_engine, connection

View File

@@ -0,0 +1,549 @@
from __future__ import annotations
import sqlparse
import regex as re
import pandas as pd
from urllib.parse import quote
from urllib.parse import quote_plus as urlquote
from typing import Any, Iterable, List, Optional
import sqlalchemy
from sqlalchemy import (
MetaData,
Table,
create_engine,
inspect,
select,
text,
)
from sqlalchemy.engine import CursorResult
from sqlalchemy.exc import ProgrammingError, SQLAlchemyError
from sqlalchemy.schema import CreateTable
from sqlalchemy.orm import sessionmaker, scoped_session
from dbgpt.storage.schema import DBType
from dbgpt.datasource.base import BaseConnect
from dbgpt._private.config import Config
CFG = Config()
def _format_index(index: sqlalchemy.engine.interfaces.ReflectedIndex) -> str:
return (
f'Name: {index["name"]}, Unique: {index["unique"]},'
f' Columns: {str(index["column_names"])}'
)
class RDBMSDatabase(BaseConnect):
"""SQLAlchemy wrapper around a database."""
db_type: str = None
def __init__(
self,
engine,
schema: Optional[str] = None,
metadata: Optional[MetaData] = None,
ignore_tables: Optional[List[str]] = None,
include_tables: Optional[List[str]] = None,
sample_rows_in_table_info: int = 3,
indexes_in_table_info: bool = False,
custom_table_info: Optional[dict] = None,
view_support: bool = False,
):
"""Create engine from database URI.
Args:
- engine: Engine sqlalchemy.engine
- schema: Optional[str].
- metadata: Optional[MetaData]
- ignore_tables: Optional[List[str]]
- include_tables: Optional[List[str]]
- sample_rows_in_table_info: int default:3,
- indexes_in_table_info: bool = False,
- custom_table_info: Optional[dict] = None,
- view_support: bool = False,
"""
self._engine = engine
self._schema = schema
if include_tables and ignore_tables:
raise ValueError("Cannot specify both include_tables and ignore_tables")
self._inspector = inspect(engine)
session_factory = sessionmaker(bind=engine)
Session_Manages = scoped_session(session_factory)
self._db_sessions = Session_Manages
self.session = self.get_session()
self._all_tables = set()
self.view_support = False
self._usable_tables = set()
self._include_tables = set()
self._ignore_tables = set()
self._custom_table_info = set()
self._indexes_in_table_info = set()
self._usable_tables = set()
self._usable_tables = set()
self._sample_rows_in_table_info = set()
self._indexes_in_table_info = indexes_in_table_info
self._metadata = MetaData()
self._metadata.reflect(bind=self._engine)
self._all_tables = self._sync_tables_from_db()
@classmethod
def from_uri_db(
cls,
host: str,
port: int,
user: str,
pwd: str,
db_name: str,
engine_args: Optional[dict] = None,
**kwargs: Any,
) -> RDBMSDatabase:
"""Construct a SQLAlchemy engine from uri database.
Args:
host (str): database host.
port (int): database port.
user (str): database user.
pwd (str): database password.
db_name (str): database name.
engine_args (Optional[dict]):other engine_args.
"""
db_url: str = (
f"{cls.driver}://{quote(user)}:{urlquote(pwd)}@{host}:{str(port)}/{db_name}"
)
return cls.from_uri(db_url, engine_args, **kwargs)
@classmethod
def from_uri(
cls, database_uri: str, engine_args: Optional[dict] = None, **kwargs: Any
) -> RDBMSDatabase:
"""Construct a SQLAlchemy engine from URI."""
_engine_args = engine_args or {}
return cls(create_engine(database_uri, **_engine_args), **kwargs)
@property
def dialect(self) -> str:
"""Return string representation of dialect to use."""
return self._engine.dialect.name
def _sync_tables_from_db(self) -> Iterable[str]:
"""Read table information from database"""
# TODO Use a background thread to refresh periodically
# SQL will raise error with schema
_schema = (
None if self.db_type == DBType.SQLite.value() else self._engine.url.database
)
# including view support by adding the views as well as tables to the all
# tables list if view_support is True
self._all_tables = set(
self._inspector.get_table_names(schema=_schema)
+ (
self._inspector.get_view_names(schema=_schema)
if self.view_support
else []
)
)
return self._all_tables
def get_usable_table_names(self) -> Iterable[str]:
"""Get names of tables available."""
if self._include_tables:
return self._include_tables
return self._all_tables - self._ignore_tables
def get_table_names(self) -> Iterable[str]:
"""Get names of tables available."""
return self.get_usable_table_names()
def get_session(self):
session = self._db_sessions()
return session
def get_current_db_name(self) -> str:
return self.session.execute(text("SELECT DATABASE()")).scalar()
def table_simple_info(self):
_sql = f"""
select concat(table_name, "(" , group_concat(column_name), ")") as schema_info from information_schema.COLUMNS where table_schema="{self.get_current_db_name()}" group by TABLE_NAME;
"""
cursor = self.session.execute(text(_sql))
results = cursor.fetchall()
return results
@property
def table_info(self) -> str:
"""Information about all tables in the database."""
return self.get_table_info()
def get_table_info(self, table_names: Optional[List[str]] = None) -> str:
"""Get information about specified tables.
Follows best practices as specified in: Rajkumar et al, 2022
(https://arxiv.org/abs/2204.00498)
If `sample_rows_in_table_info`, the specified number of sample rows will be
appended to each table description. This can increase performance as
demonstrated in the paper.
"""
all_table_names = self.get_usable_table_names()
if table_names is not None:
missing_tables = set(table_names).difference(all_table_names)
if missing_tables:
raise ValueError(f"table_names {missing_tables} not found in database")
all_table_names = table_names
meta_tables = [
tbl
for tbl in self._metadata.sorted_tables
if tbl.name in set(all_table_names)
and not (self.dialect == "sqlite" and tbl.name.startswith("sqlite_"))
]
tables = []
for table in meta_tables:
if self._custom_table_info and table.name in self._custom_table_info:
tables.append(self._custom_table_info[table.name])
continue
# add create table command
create_table = str(CreateTable(table).compile(self._engine))
table_info = f"{create_table.rstrip()}"
has_extra_info = (
self._indexes_in_table_info or self._sample_rows_in_table_info
)
if has_extra_info:
table_info += "\n\n/*"
if self._indexes_in_table_info:
table_info += f"\n{self._get_table_indexes(table)}\n"
if self._sample_rows_in_table_info:
table_info += f"\n{self._get_sample_rows(table)}\n"
if has_extra_info:
table_info += "*/"
tables.append(table_info)
final_str = "\n\n".join(tables)
return final_str
def _get_sample_rows(self, table: Table) -> str:
# build the select command
command = select(table).limit(self._sample_rows_in_table_info)
# save the columns in string format
columns_str = "\t".join([col.name for col in table.columns])
try:
# get the sample rows
with self._engine.connect() as connection:
sample_rows_result: CursorResult = connection.execute(command)
# shorten values in the sample rows
sample_rows = list(
map(lambda ls: [str(i)[:100] for i in ls], sample_rows_result)
)
# save the sample rows in string format
sample_rows_str = "\n".join(["\t".join(row) for row in sample_rows])
# in some dialects when there are no rows in the table a
# 'ProgrammingError' is returned
except ProgrammingError:
sample_rows_str = ""
return (
f"{self._sample_rows_in_table_info} rows from {table.name} table:\n"
f"{columns_str}\n"
f"{sample_rows_str}"
)
def _get_table_indexes(self, table: Table) -> str:
indexes = self._inspector.get_indexes(table.name)
indexes_formatted = "\n".join(map(_format_index, indexes))
return f"Table Indexes:\n{indexes_formatted}"
def get_table_info_no_throw(self, table_names: Optional[List[str]] = None) -> str:
"""Get information about specified tables."""
try:
return self.get_table_info(table_names)
except ValueError as e:
"""Format the error message"""
return f"Error: {e}"
def __write(self, write_sql):
print(f"Write[{write_sql}]")
db_cache = self._engine.url.database
result = self.session.execute(text(write_sql))
self.session.commit()
# TODO Subsequent optimization of dynamically specified database submission loss target problem
self.session.execute(text(f"use `{db_cache}`"))
print(f"SQL[{write_sql}], result:{result.rowcount}")
return result.rowcount
def __query(self, query, fetch: str = "all"):
"""
only for query
Args:
session:
query:
fetch:
Returns:
"""
print(f"Query[{query}]")
if not query:
return []
cursor = self.session.execute(text(query))
if cursor.returns_rows:
if fetch == "all":
result = cursor.fetchall()
elif fetch == "one":
result = cursor.fetchone()[0] # type: ignore
else:
raise ValueError("Fetch parameter must be either 'one' or 'all'")
field_names = tuple(i[0:] for i in cursor.keys())
result = list(result)
result.insert(0, field_names)
return result
def query_ex(self, query, fetch: str = "all"):
"""
only for query
Args:
session:
query:
fetch:
Returns:
"""
print(f"Query[{query}]")
if not query:
return []
cursor = self.session.execute(text(query))
if cursor.returns_rows:
if fetch == "all":
result = cursor.fetchall()
elif fetch == "one":
result = cursor.fetchone()[0] # type: ignore
else:
raise ValueError("Fetch parameter must be either 'one' or 'all'")
field_names = list(i[0:] for i in cursor.keys())
result = list(result)
return field_names, result
return []
def run(self, command: str, fetch: str = "all") -> List:
"""Execute a SQL command and return a string representing the results."""
print("SQL:" + command)
if not command or len(command) < 0:
return []
parsed, ttype, sql_type, table_name = self.__sql_parse(command)
if ttype == sqlparse.tokens.DML:
if sql_type == "SELECT":
return self.__query(command, fetch)
else:
self.__write(command)
select_sql = self.convert_sql_write_to_select(command)
print(f"write result query:{select_sql}")
return self.__query(select_sql)
else:
print(f"DDL execution determines whether to enable through configuration ")
cursor = self.session.execute(text(command))
self.session.commit()
if cursor.returns_rows:
result = cursor.fetchall()
field_names = tuple(i[0:] for i in cursor.keys())
result = list(result)
result.insert(0, field_names)
print("DDL Result:" + str(result))
if not result:
return self.__query(f"SHOW COLUMNS FROM {table_name}")
return result
else:
return self.__query(f"SHOW COLUMNS FROM {table_name}")
def run_to_df(self, command: str, fetch: str = "all"):
result_lst = self.run(command, fetch)
colunms = result_lst[0]
values = result_lst[1:]
return pd.DataFrame(values, columns=colunms)
def run_no_throw(self, command: str, fetch: str = "all") -> List:
"""Execute a SQL command and return a string representing the results.
If the statement returns rows, a string of the results is returned.
If the statement returns no rows, an empty string is returned.
If the statement throws an error, the error message is returned.
"""
try:
return self.run(command, fetch)
except SQLAlchemyError as e:
"""Format the error message"""
return f"Error: {e}"
def get_database_list(self):
session = self._db_sessions()
cursor = session.execute(text(" show databases;"))
results = cursor.fetchall()
return [
d[0]
for d in results
if d[0] not in ["information_schema", "performance_schema", "sys", "mysql"]
]
def convert_sql_write_to_select(self, write_sql):
"""
SQL classification processing
author:xiangh8
Args:
sql:
Returns:
"""
# 将SQL命令转换为小写并按空格拆分
parts = write_sql.lower().split()
# 获取命令类型insert, delete, update
cmd_type = parts[0]
# 根据命令类型进行处理
if cmd_type == "insert":
match = re.match(
r"insert into (\w+) \((.*?)\) values \((.*?)\)", write_sql.lower()
)
if match:
table_name, columns, values = match.groups()
# 将字段列表和值列表分割为单独的字段和值
columns = columns.split(",")
values = values.split(",")
# 构造 WHERE 子句
where_clause = " AND ".join(
[
f"{col.strip()}={val.strip()}"
for col, val in zip(columns, values)
]
)
return f"SELECT * FROM {table_name} WHERE {where_clause}"
elif cmd_type == "delete":
table_name = parts[2] # delete from <table_name> ...
# 返回一个select语句它选择该表的所有数据
return f"SELECT * FROM {table_name} "
elif cmd_type == "update":
table_name = parts[1]
set_idx = parts.index("set")
where_idx = parts.index("where")
# 截取 `set` 子句中的字段名
set_clause = parts[set_idx + 1 : where_idx][0].split("=")[0].strip()
# 截取 `where` 之后的条件语句
where_clause = " ".join(parts[where_idx + 1 :])
# 返回一个select语句它选择更新的数据
return f"SELECT {set_clause} FROM {table_name} WHERE {where_clause}"
else:
raise ValueError(f"Unsupported SQL command type: {cmd_type}")
def __sql_parse(self, sql):
sql = sql.strip()
parsed = sqlparse.parse(sql)[0]
sql_type = parsed.get_type()
table_name = parsed.get_name()
first_token = parsed.token_first(skip_ws=True, skip_cm=False)
ttype = first_token.ttype
print(f"SQL:{sql}, ttype:{ttype}, sql_type:{sql_type}, table:{table_name}")
return parsed, ttype, sql_type, table_name
def get_indexes(self, table_name):
"""Get table indexes about specified table."""
session = self._db_sessions()
cursor = session.execute(text(f"SHOW INDEXES FROM {table_name}"))
indexes = cursor.fetchall()
return [(index[2], index[4]) for index in indexes]
def get_show_create_table(self, table_name):
"""Get table show create table about specified table."""
session = self._db_sessions()
cursor = session.execute(text(f"SHOW CREATE TABLE {table_name}"))
ans = cursor.fetchall()
return ans[0][1]
def get_fields(self, table_name):
"""Get column fields about specified table."""
session = self._db_sessions()
cursor = session.execute(
text(
f"SELECT COLUMN_NAME, COLUMN_TYPE, COLUMN_DEFAULT, IS_NULLABLE, COLUMN_COMMENT from information_schema.COLUMNS where table_name='{table_name}'".format(
table_name
)
)
)
fields = cursor.fetchall()
return [(field[0], field[1], field[2], field[3], field[4]) for field in fields]
def get_charset(self):
"""Get character_set."""
session = self._db_sessions()
cursor = session.execute(text(f"SELECT @@character_set_database"))
character_set = cursor.fetchone()[0]
return character_set
def get_collation(self):
"""Get collation."""
session = self._db_sessions()
cursor = session.execute(text(f"SELECT @@collation_database"))
collation = cursor.fetchone()[0]
return collation
def get_grants(self):
"""Get grant info."""
session = self._db_sessions()
cursor = session.execute(text(f"SHOW GRANTS"))
grants = cursor.fetchall()
return grants
def get_users(self):
"""Get user info."""
try:
cursor = self.session.execute(text(f"SELECT user, host FROM mysql.user"))
users = cursor.fetchall()
return [(user[0], user[1]) for user in users]
except Exception as e:
return []
def get_table_comments(self, db_name):
cursor = self.session.execute(
text(
f"""SELECT table_name, table_comment FROM information_schema.tables WHERE table_schema = '{db_name}'""".format(
db_name
)
)
)
table_comments = cursor.fetchall()
return [
(table_comment[0], table_comment[1]) for table_comment in table_comments
]
def get_database_list(self):
session = self._db_sessions()
cursor = session.execute(text(" show databases;"))
results = cursor.fetchall()
return [
d[0]
for d in results
if d[0] not in ["information_schema", "performance_schema", "sys", "mysql"]
]
def get_database_names(self):
session = self._db_sessions()
cursor = session.execute(text(" show databases;"))
results = cursor.fetchall()
return [
d[0]
for d in results
if d[0] not in ["information_schema", "performance_schema", "sys", "mysql"]
]

View File

@@ -0,0 +1,110 @@
import re
from typing import Optional, Any
from sqlalchemy import text
from urllib.parse import quote
from urllib.parse import quote_plus as urlquote
from dbgpt.datasource.rdbms.base import RDBMSDatabase
class ClickhouseConnect(RDBMSDatabase):
"""Connect Clickhouse Database fetch MetaData
Args:
Usage:
"""
"""db type"""
db_type: str = "clickhouse"
"""db driver"""
driver: str = "clickhouse"
"""db dialect"""
db_dialect: str = "clickhouse"
@classmethod
def from_uri_db(
cls,
host: str,
port: int,
user: str,
pwd: str,
db_name: str,
engine_args: Optional[dict] = None,
**kwargs: Any,
) -> RDBMSDatabase:
db_url: str = (
f"{cls.driver}://{quote(user)}:{urlquote(pwd)}@{host}:{str(port)}/{db_name}"
)
return cls.from_uri(db_url, engine_args, **kwargs)
def get_indexes(self, table_name):
"""Get table indexes about specified table."""
return ""
def get_show_create_table(self, table_name):
"""Get table show create table about specified table."""
session = self._db_sessions()
cursor = session.execute(text(f"SHOW CREATE TABLE {table_name}"))
ans = cursor.fetchall()
ans = ans[0][0]
ans = re.sub(r"\s*ENGINE\s*=\s*MergeTree\s*", " ", ans, flags=re.IGNORECASE)
ans = re.sub(
r"\s*DEFAULT\s*CHARSET\s*=\s*\w+\s*", " ", ans, flags=re.IGNORECASE
)
ans = re.sub(r"\s*SETTINGS\s*\s*\w+\s*", " ", ans, flags=re.IGNORECASE)
return ans
def get_fields(self, table_name):
"""Get column fields about specified table."""
session = self._db_sessions()
cursor = session.execute(
text(
f"SELECT name, type, default_expression, is_in_primary_key, comment from system.columns where table='{table_name}'".format(
table_name
)
)
)
fields = cursor.fetchall()
return [(field[0], field[1], field[2], field[3], field[4]) for field in fields]
def get_users(self):
return []
def get_grants(self):
return []
def get_collation(self):
"""Get collation."""
return "UTF-8"
def get_charset(self):
return "UTF-8"
def get_database_list(self):
return []
def get_database_names(self):
return []
def get_table_comments(self, db_name):
session = self._db_sessions()
cursor = session.execute(
text(
f"""SELECT table, comment FROM system.tables WHERE database = '{db_name}'""".format(
db_name
)
)
)
table_comments = cursor.fetchall()
return [
(table_comment[0], table_comment[1]) for table_comment in table_comments
]
def table_simple_info(self):
# group_concat() not supported in clickhouse, use arrayStringConcat+groupArray instead; and quotes need to be escaped
_sql = f"""
select concat(TABLE_NAME, \'(\' , arrayStringConcat(groupArray(column_name),\'-\'), \')\') as schema_info
from information_schema.COLUMNS where table_schema=\'{self.get_current_db_name()}\' group by TABLE_NAME; """
cursor = self.session.execute(text(_sql))
results = cursor.fetchall()
return results

View File

@@ -0,0 +1,159 @@
from typing import Iterable, Optional, Any
from sqlalchemy import text
from urllib.parse import quote
from urllib.parse import quote_plus as urlquote
from dbgpt.datasource.rdbms.base import RDBMSDatabase
class DorisConnect(RDBMSDatabase):
driver = "doris"
db_type = "doris"
db_dialect = "doris"
@classmethod
def from_uri_db(
cls,
host: str,
port: int,
user: str,
pwd: str,
db_name: str,
engine_args: Optional[dict] = None,
**kwargs: Any,
) -> RDBMSDatabase:
db_url: str = (
f"{cls.driver}://{quote(user)}:{urlquote(pwd)}@{host}:{str(port)}/{db_name}"
)
return cls.from_uri(db_url, engine_args, **kwargs)
def _sync_tables_from_db(self) -> Iterable[str]:
table_results = self.get_session().execute(
text(
f"SELECT TABLE_NAME FROM information_schema.tables where TABLE_SCHEMA=database()"
)
)
table_results = set(row[0] for row in table_results)
self._all_tables = table_results
self._metadata.reflect(bind=self._engine)
return self._all_tables
def get_grants(self):
cursor = self.get_session().execute(text("SHOW GRANTS"))
grants = cursor.fetchall()
if len(grants) == 0:
return []
if len(grants[0]) == 2:
grants_list = [x[1] for x in grants]
else:
grants_list = [x[2] for x in grants]
return grants_list
def _get_current_version(self):
"""Get database current version"""
return int(
self.get_session().execute(text("select current_version()")).scalar()
)
def get_collation(self):
"""Get collation.
ref: https://doris.apache.org/zh-CN/docs/dev/sql-manual/sql-reference/Show-Statements/SHOW-COLLATION/
"""
cursor = self.get_session().execute(text("SHOW COLLATION"))
results = cursor.fetchall()
return "" if not results else results[0][0]
def get_users(self):
"""Get user info."""
return []
def get_fields(self, table_name):
"""Get column fields about specified table."""
cursor = self.get_session().execute(
text(
f"select COLUMN_NAME, COLUMN_TYPE, COLUMN_DEFAULT, IS_NULLABLE, COLUMN_COMMENT "
f"from information_schema.columns "
f'where TABLE_NAME="{table_name}" and TABLE_SCHEMA=database()'
)
)
fields = cursor.fetchall()
return [(field[0], field[1], field[2], field[3], field[4]) for field in fields]
def get_charset(self):
"""Get character_set."""
return "utf-8"
def get_show_create_table(self, table_name):
# cur = self.get_session().execute(
# text(
# f"""show create table {table_name}"""
# )
# )
# rows = cur.fetchone()
# create_sql = rows[1]
# return create_sql
# 这里是要表描述, 返回建表语句会导致token过长而失败
cur = self.get_session().execute(
text(
f"SELECT TABLE_COMMENT "
f"FROM information_schema.tables "
f'where TABLE_NAME="{table_name}" and TABLE_SCHEMA=database()'
)
)
table = cur.fetchone()
if table:
return str(table[0])
else:
return ""
def get_table_comments(self, db_name=None):
db_name = "database()" if not db_name else f"'{db_name}'"
cursor = self.get_session().execute(
text(
f"SELECT TABLE_NAME,TABLE_COMMENT "
f"FROM information_schema.tables "
f"where TABLE_SCHEMA={db_name}"
)
)
tables = cursor.fetchall()
return [(table[0], table[1]) for table in tables]
def get_database_list(self):
return self.get_database_names()
def get_database_names(self):
cursor = self.get_session().execute(text("SHOW DATABASES"))
results = cursor.fetchall()
return [
d[0]
for d in results
if d[0]
not in [
"information_schema",
"sys",
"_statistics_",
"mysql",
"__internal_schema",
"doris_audit_db__",
]
]
def get_current_db_name(self) -> str:
return self.get_session().execute(text("select database()")).scalar()
def table_simple_info(self):
cursor = self.get_session().execute(
text(
f"SELECT concat(TABLE_NAME,'(',group_concat(COLUMN_NAME,','),');') "
f"FROM information_schema.columns "
f"where TABLE_SCHEMA=database() "
f"GROUP BY TABLE_NAME"
)
)
results = cursor.fetchall()
return [x[0] for x in results]
def get_indexes(self, table_name):
"""Get table indexes about specified table."""
cursor = self.get_session().execute(text(f"SHOW INDEX FROM {table_name}"))
indexes = cursor.fetchall()
return [(index[2], index[4]) for index in indexes]

View File

@@ -0,0 +1,79 @@
from typing import Optional, Any, Iterable
from sqlalchemy import (
create_engine,
text,
)
from dbgpt.datasource.rdbms.base import RDBMSDatabase
class DuckDbConnect(RDBMSDatabase):
"""Connect Duckdb Database fetch MetaData
Args:
Usage:
"""
db_type: str = "duckdb"
db_dialect: str = "duckdb"
@classmethod
def from_file_path(
cls, file_path: str, engine_args: Optional[dict] = None, **kwargs: Any
) -> RDBMSDatabase:
"""Construct a SQLAlchemy engine from URI."""
_engine_args = engine_args or {}
return cls(create_engine("duckdb:///" + file_path, **_engine_args), **kwargs)
def get_users(self):
cursor = self.session.execute(
text(
f"SELECT * FROM sqlite_master WHERE type = 'table' AND name = 'duckdb_sys_users';"
)
)
users = cursor.fetchall()
return [(user[0], user[1]) for user in users]
def get_grants(self):
return []
def get_collation(self):
"""Get collation."""
return "UTF-8"
def get_charset(self):
return "UTF-8"
def get_table_comments(self, db_name):
cursor = self.session.execute(
text(
f"""
SELECT name, sql FROM sqlite_master WHERE type='table'
"""
)
)
table_comments = cursor.fetchall()
return [
(table_comment[0], table_comment[1]) for table_comment in table_comments
]
def table_simple_info(self) -> Iterable[str]:
_tables_sql = f"""
SELECT name FROM sqlite_master WHERE type='table'
"""
cursor = self.session.execute(text(_tables_sql))
tables_results = cursor.fetchall()
results = []
for row in tables_results:
table_name = row[0]
_sql = f"""
PRAGMA table_info({table_name})
"""
cursor_colums = self.session.execute(text(_sql))
colum_results = cursor_colums.fetchall()
table_colums = []
for row_col in colum_results:
field_info = list(row_col)
table_colums.append(field_info[1])
results.append(f"{table_name}({','.join(table_colums)});")
return results

View File

@@ -0,0 +1,47 @@
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
from typing import Optional, Any, Iterable
from sqlalchemy import (
MetaData,
Table,
create_engine,
inspect,
select,
text,
)
from dbgpt.datasource.rdbms.base import RDBMSDatabase
class MSSQLConnect(RDBMSDatabase):
"""Connect MSSQL Database fetch MetaData
Args:
Usage:
"""
db_type: str = "mssql"
db_dialect: str = "mssql"
driver: str = "mssql+pymssql"
default_db = ["master", "model", "msdb", "tempdb", "modeldb", "resource", "sys"]
def table_simple_info(self) -> Iterable[str]:
_tables_sql = f"""
SELECT TABLE_NAME FROM INFORMATION_SCHEMA.TABLES WHERE TABLE_TYPE='BASE TABLE'
"""
cursor = self.session.execute(text(_tables_sql))
tables_results = cursor.fetchall()
results = []
for row in tables_results:
table_name = row[0]
_sql = f"""
SELECT COLUMN_NAME, DATA_TYPE FROM INFORMATION_SCHEMA.COLUMNS WHERE TABLE_NAME='{table_name}'
"""
cursor_colums = self.session.execute(text(_sql))
colum_results = cursor_colums.fetchall()
table_colums = []
for row_col in colum_results:
field_info = list(row_col)
table_colums.append(field_info[0])
results.append(f"{table_name}({','.join(table_colums)});")
return results

View File

@@ -0,0 +1,16 @@
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
from dbgpt.datasource.rdbms.base import RDBMSDatabase
class MySQLConnect(RDBMSDatabase):
"""Connect MySQL Database fetch MetaData
Args:
Usage:
"""
db_type: str = "mysql"
db_dialect: str = "mysql"
driver: str = "mysql+pymysql"
default_db = ["information_schema", "performance_schema", "sys", "mysql"]

View File

@@ -0,0 +1,208 @@
from typing import Iterable, Optional, Any
from sqlalchemy import text
from urllib.parse import quote
from urllib.parse import quote_plus as urlquote
from dbgpt.datasource.rdbms.base import RDBMSDatabase
class PostgreSQLDatabase(RDBMSDatabase):
driver = "postgresql+psycopg2"
db_type = "postgresql"
db_dialect = "postgresql"
@classmethod
def from_uri_db(
cls,
host: str,
port: int,
user: str,
pwd: str,
db_name: str,
engine_args: Optional[dict] = None,
**kwargs: Any,
) -> RDBMSDatabase:
db_url: str = (
f"{cls.driver}://{quote(user)}:{urlquote(pwd)}@{host}:{str(port)}/{db_name}"
)
return cls.from_uri(db_url, engine_args, **kwargs)
def _sync_tables_from_db(self) -> Iterable[str]:
table_results = self.session.execute(
text(
"SELECT tablename FROM pg_catalog.pg_tables WHERE schemaname != 'pg_catalog' AND schemaname != 'information_schema'"
)
)
view_results = self.session.execute(
text(
"SELECT viewname FROM pg_catalog.pg_views WHERE schemaname != 'pg_catalog' AND schemaname != 'information_schema'"
)
)
table_results = set(row[0] for row in table_results)
view_results = set(row[0] for row in view_results)
self._all_tables = table_results.union(view_results)
self._metadata.reflect(bind=self._engine)
return self._all_tables
def get_grants(self):
session = self._db_sessions()
cursor = session.execute(
text(
f"""
SELECT DISTINCT grantee, privilege_type
FROM information_schema.role_table_grants
WHERE grantee = CURRENT_USER;"""
)
)
grants = cursor.fetchall()
return grants
def get_collation(self):
"""Get collation."""
try:
session = self._db_sessions()
cursor = session.execute(
text(
"SELECT datcollate AS collation FROM pg_database WHERE datname = current_database();"
)
)
collation = cursor.fetchone()[0]
return collation
except Exception as e:
print("postgresql get collation error: ", e)
return None
def get_users(self):
"""Get user info."""
try:
cursor = self.session.execute(
text("SELECT rolname FROM pg_roles WHERE rolname NOT LIKE 'pg_%';")
)
users = cursor.fetchall()
return [user[0] for user in users]
except Exception as e:
print("postgresql get users error: ", e)
return []
def get_fields(self, table_name):
"""Get column fields about specified table."""
session = self._db_sessions()
cursor = session.execute(
text(
f"SELECT column_name, data_type, column_default, is_nullable, column_name as column_comment \
FROM information_schema.columns WHERE table_name = :table_name",
),
{"table_name": table_name},
)
fields = cursor.fetchall()
return [(field[0], field[1], field[2], field[3], field[4]) for field in fields]
def get_charset(self):
"""Get character_set."""
session = self._db_sessions()
cursor = session.execute(
text(
"SELECT pg_encoding_to_char(encoding) FROM pg_database WHERE datname = current_database();"
)
)
character_set = cursor.fetchone()[0]
return character_set
def get_show_create_table(self, table_name):
cur = self.session.execute(
text(
f"""
SELECT a.attname as column_name, pg_catalog.format_type(a.atttypid, a.atttypmod) as data_type
FROM pg_catalog.pg_attribute a
WHERE a.attnum > 0 AND NOT a.attisdropped AND a.attnum <= (
SELECT max(a.attnum)
FROM pg_catalog.pg_attribute a
WHERE a.attrelid = (SELECT oid FROM pg_catalog.pg_class WHERE relname='{table_name}')
) AND a.attrelid = (SELECT oid FROM pg_catalog.pg_class WHERE relname='{table_name}')
"""
)
)
rows = cur.fetchall()
create_table_query = f"CREATE TABLE {table_name} (\n"
for row in rows:
create_table_query += f" {row[0]} {row[1]},\n"
create_table_query = create_table_query.rstrip(",\n") + "\n)"
return create_table_query
def get_table_comments(self, db_name=None):
tablses = self.table_simple_info()
comments = []
for table in tablses:
table_name = table[0]
table_comment = self.get_show_create_table(table_name)
comments.append((table_name, table_comment))
return comments
def get_database_list(self):
session = self._db_sessions()
cursor = session.execute(text("SELECT datname FROM pg_database;"))
results = cursor.fetchall()
return [
d[0] for d in results if d[0] not in ["template0", "template1", "postgres"]
]
def get_database_names(self):
session = self._db_sessions()
cursor = session.execute(text("SELECT datname FROM pg_database;"))
results = cursor.fetchall()
return [
d[0] for d in results if d[0] not in ["template0", "template1", "postgres"]
]
def get_current_db_name(self) -> str:
return self.session.execute(text("SELECT current_database()")).scalar()
def table_simple_info(self):
_sql = f"""
SELECT table_name, string_agg(column_name, ', ') AS schema_info
FROM (
SELECT c.relname AS table_name, a.attname AS column_name
FROM pg_catalog.pg_class c
JOIN pg_catalog.pg_namespace n ON n.oid = c.relnamespace
JOIN pg_catalog.pg_attribute a ON a.attrelid = c.oid
WHERE c.relkind = 'r'
AND a.attnum > 0
AND NOT a.attisdropped
AND n.nspname NOT LIKE 'pg_%'
AND n.nspname != 'information_schema'
ORDER BY c.relname, a.attnum
) sub
GROUP BY table_name;
"""
cursor = self.session.execute(text(_sql))
results = cursor.fetchall()
return results
def get_fields(self, table_name, schema_name="public"):
"""Get column fields about specified table."""
session = self._db_sessions()
cursor = session.execute(
text(
f"""
SELECT c.column_name, c.data_type, c.column_default, c.is_nullable, d.description
FROM information_schema.columns c
LEFT JOIN pg_catalog.pg_description d
ON (c.table_schema || '.' || c.table_name)::regclass::oid = d.objoid AND c.ordinal_position = d.objsubid
WHERE c.table_name='{table_name}' AND c.table_schema='{schema_name}'
"""
)
)
fields = cursor.fetchall()
return [(field[0], field[1], field[2], field[3], field[4]) for field in fields]
def get_indexes(self, table_name):
"""Get table indexes about specified table."""
session = self._db_sessions()
cursor = session.execute(
text(
f"SELECT indexname, indexdef FROM pg_indexes WHERE tablename = '{table_name}'"
)
)
indexes = cursor.fetchall()
return [(index[0], index[1]) for index in indexes]

View File

@@ -0,0 +1,129 @@
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
import os
from typing import Optional, Any, Iterable
from sqlalchemy import create_engine, text
from dbgpt.datasource.rdbms.base import RDBMSDatabase
class SQLiteConnect(RDBMSDatabase):
"""Connect SQLite Database fetch MetaData
Args:
Usage:
"""
db_type: str = "sqlite"
db_dialect: str = "sqlite"
@classmethod
def from_file_path(
cls, file_path: str, engine_args: Optional[dict] = None, **kwargs: Any
) -> RDBMSDatabase:
"""Construct a SQLAlchemy engine from URI."""
_engine_args = engine_args or {}
_engine_args["connect_args"] = {"check_same_thread": False}
# _engine_args["echo"] = True
directory = os.path.dirname(file_path)
if not os.path.exists(directory):
os.makedirs(directory)
return cls(create_engine("sqlite:///" + file_path, **_engine_args), **kwargs)
def get_indexes(self, table_name):
"""Get table indexes about specified table."""
cursor = self.session.execute(text(f"PRAGMA index_list({table_name})"))
indexes = cursor.fetchall()
return [(index[1], index[3]) for index in indexes]
def get_show_create_table(self, table_name):
"""Get table show create table about specified table."""
cursor = self.session.execute(
text(
f"SELECT sql FROM sqlite_master WHERE type='table' AND name='{table_name}'"
)
)
ans = cursor.fetchall()
return ans[0][0]
def get_fields(self, table_name):
"""Get column fields about specified table."""
cursor = self.session.execute(text(f"PRAGMA table_info('{table_name}')"))
fields = cursor.fetchall()
print(fields)
return [(field[1], field[2], field[3], field[4], field[5]) for field in fields]
def get_users(self):
return []
def get_grants(self):
return []
def get_collation(self):
"""Get collation."""
return "UTF-8"
def get_charset(self):
return "UTF-8"
def get_database_list(self):
return []
def get_database_names(self):
return []
def _sync_tables_from_db(self) -> Iterable[str]:
table_results = self.session.execute(
text("SELECT name FROM sqlite_master WHERE type='table'")
)
view_results = self.session.execute(
text("SELECT name FROM sqlite_master WHERE type='view'")
)
table_results = set(row[0] for row in table_results)
view_results = set(row[0] for row in view_results)
self._all_tables = table_results.union(view_results)
self._metadata.reflect(bind=self._engine)
return self._all_tables
def _write(self, session, write_sql):
print(f"Write[{write_sql}]")
result = session.execute(text(write_sql))
session.commit()
# TODO Subsequent optimization of dynamically specified database submission loss target problem
print(f"SQL[{write_sql}], result:{result.rowcount}")
return result.rowcount
def get_table_comments(self, db_name=None):
cursor = self.session.execute(
text(
f"""
SELECT name, sql FROM sqlite_master WHERE type='table'
"""
)
)
table_comments = cursor.fetchall()
return [
(table_comment[0], table_comment[1]) for table_comment in table_comments
]
def table_simple_info(self) -> Iterable[str]:
_tables_sql = f"""
SELECT name FROM sqlite_master WHERE type='table'
"""
cursor = self.session.execute(text(_tables_sql))
tables_results = cursor.fetchall()
results = []
for row in tables_results:
table_name = row[0]
_sql = f"""
PRAGMA table_info({table_name})
"""
cursor_colums = self.session.execute(text(_sql))
colum_results = cursor_colums.fetchall()
table_colums = []
for row_col in colum_results:
field_info = list(row_col)
table_colums.append(field_info[1])
results.append(f"{table_name}({','.join(table_colums)});")
return results

View File

@@ -0,0 +1,150 @@
from typing import Iterable, Optional, Any
from sqlalchemy import text
from urllib.parse import quote
from urllib.parse import quote_plus as urlquote
from dbgpt.datasource.rdbms.base import RDBMSDatabase
from dbgpt.datasource.rdbms.dialect.starrocks.sqlalchemy import *
class StarRocksConnect(RDBMSDatabase):
driver = "starrocks"
db_type = "starrocks"
db_dialect = "starrocks"
@classmethod
def from_uri_db(
cls,
host: str,
port: int,
user: str,
pwd: str,
db_name: str,
engine_args: Optional[dict] = None,
**kwargs: Any,
) -> RDBMSDatabase:
db_url: str = (
f"{cls.driver}://{quote(user)}:{urlquote(pwd)}@{host}:{str(port)}/{db_name}"
)
return cls.from_uri(db_url, engine_args, **kwargs)
def _sync_tables_from_db(self) -> Iterable[str]:
db_name = self.get_current_db_name()
table_results = self.session.execute(
text(
f'SELECT TABLE_NAME FROM information_schema.tables where TABLE_SCHEMA="{db_name}"'
)
)
# view_results = self.session.execute(text(f'SELECT TABLE_NAME from information_schema.materialized_views where TABLE_SCHEMA="{db_name}"'))
table_results = set(row[0] for row in table_results)
# view_results = set(row[0] for row in view_results)
self._all_tables = table_results
self._metadata.reflect(bind=self._engine)
return self._all_tables
def get_grants(self):
session = self._db_sessions()
cursor = session.execute(text("SHOW GRANTS"))
grants = cursor.fetchall()
if len(grants) == 0:
return []
if len(grants[0]) == 2:
grants_list = [x[1] for x in grants]
else:
grants_list = [x[2] for x in grants]
return grants_list
def _get_current_version(self):
"""Get database current version"""
return int(self.session.execute(text("select current_version()")).scalar())
def get_collation(self):
"""Get collation."""
# StarRocks 排序是表级别的
return None
def get_users(self):
"""Get user info."""
return []
def get_fields(self, table_name, db_name="database()"):
"""Get column fields about specified table."""
session = self._db_sessions()
if db_name != "database()":
db_name = f'"{db_name}"'
cursor = session.execute(
text(
f'select COLUMN_NAME, COLUMN_TYPE, COLUMN_DEFAULT, IS_NULLABLE, COLUMN_COMMENT from information_schema.columns where TABLE_NAME="{table_name}" and TABLE_SCHEMA = {db_name}'
)
)
fields = cursor.fetchall()
return [(field[0], field[1], field[2], field[3], field[4]) for field in fields]
def get_charset(self):
"""Get character_set."""
return "utf-8"
def get_show_create_table(self, table_name):
# cur = self.session.execute(
# text(
# f"""show create table {table_name}"""
# )
# )
# rows = cur.fetchone()
# create_sql = rows[0]
# return create_sql
# 这里是要表描述, 返回建表语句会导致token过长而失败
cur = self.session.execute(
text(
f'SELECT TABLE_COMMENT FROM information_schema.tables where TABLE_NAME="{table_name}" and TABLE_SCHEMA=database()'
)
)
table = cur.fetchone()
if table:
return str(table[0])
else:
return ""
def get_table_comments(self, db_name=None):
if not db_name:
db_name = self.get_current_db_name()
cur = self.session.execute(
text(
f'SELECT TABLE_NAME,TABLE_COMMENT FROM information_schema.tables where TABLE_SCHEMA="{db_name}"'
)
)
tables = cur.fetchall()
return [(table[0], table[1]) for table in tables]
def get_database_list(self):
return self.get_database_names()
def get_database_names(self):
session = self._db_sessions()
cursor = session.execute(text("SHOW DATABASES;"))
results = cursor.fetchall()
return [
d[0]
for d in results
if d[0] not in ["information_schema", "sys", "_statistics_", "dataease"]
]
def get_current_db_name(self) -> str:
return self.session.execute(text("select database()")).scalar()
def table_simple_info(self):
_sql = f"""
SELECT concat(TABLE_NAME,"(",group_concat(COLUMN_NAME,","),");") FROM information_schema.columns where TABLE_SCHEMA=database()
GROUP BY TABLE_NAME
"""
cursor = self.session.execute(text(_sql))
results = cursor.fetchall()
return [x[0] for x in results]
def get_indexes(self, table_name):
"""Get table indexes about specified table."""
session = self._db_sessions()
cursor = session.execute(text(f"SHOW INDEX FROM {table_name}"))
indexes = cursor.fetchall()
return [(index[2], index[4]) for index in indexes]

View File

@@ -0,0 +1,14 @@
#! /usr/bin/python3
# Copyright 2021-present StarRocks, Inc. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https:#www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

View File

@@ -0,0 +1,22 @@
#! /usr/bin/python3
# Copyright 2021-present StarRocks, Inc. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https:#www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from sqlalchemy.dialects import registry
registry.register(
"starrocks",
"dbgpt.datasource.rdbms.dialect.starrocks.sqlalchemy.dialect",
"StarRocksDialect",
)

View File

@@ -0,0 +1,104 @@
import logging
import re
from typing import Optional, List, Any, Type, Dict
from sqlalchemy import Numeric, Integer, Float
from sqlalchemy.sql import sqltypes
from sqlalchemy.sql.type_api import TypeEngine
logger = logging.getLogger(__name__)
class TINYINT(Integer): # pylint: disable=no-init
__visit_name__ = "TINYINT"
class LARGEINT(Integer): # pylint: disable=no-init
__visit_name__ = "LARGEINT"
class DOUBLE(Float): # pylint: disable=no-init
__visit_name__ = "DOUBLE"
class HLL(Numeric): # pylint: disable=no-init
__visit_name__ = "HLL"
class BITMAP(Numeric): # pylint: disable=no-init
__visit_name__ = "BITMAP"
class PERCENTILE(Numeric): # pylint: disable=no-init
__visit_name__ = "PERCENTILE"
class ARRAY(TypeEngine): # pylint: disable=no-init
__visit_name__ = "ARRAY"
@property
def python_type(self) -> Optional[Type[List[Any]]]:
return list
class MAP(TypeEngine): # pylint: disable=no-init
__visit_name__ = "MAP"
@property
def python_type(self) -> Optional[Type[Dict[Any, Any]]]:
return dict
class STRUCT(TypeEngine): # pylint: disable=no-init
__visit_name__ = "STRUCT"
@property
def python_type(self) -> Optional[Type[Any]]:
return None
_type_map = {
# === Boolean ===
"boolean": sqltypes.BOOLEAN,
# === Integer ===
"tinyint": sqltypes.SMALLINT,
"smallint": sqltypes.SMALLINT,
"int": sqltypes.INTEGER,
"bigint": sqltypes.BIGINT,
"largeint": LARGEINT,
# === Floating-point ===
"float": sqltypes.FLOAT,
"double": DOUBLE,
# === Fixed-precision ===
"decimal": sqltypes.DECIMAL,
# === String ===
"varchar": sqltypes.VARCHAR,
"char": sqltypes.CHAR,
"json": sqltypes.JSON,
# === Date and time ===
"date": sqltypes.DATE,
"datetime": sqltypes.DATETIME,
"timestamp": sqltypes.DATETIME,
# === Structural ===
"array": ARRAY,
"map": MAP,
"struct": STRUCT,
"hll": HLL,
"percentile": PERCENTILE,
"bitmap": BITMAP,
}
def parse_sqltype(type_str: str) -> TypeEngine:
type_str = type_str.strip().lower()
match = re.match(r"^(?P<type>\w+)\s*(?:\((?P<options>.*)\))?", type_str)
if not match:
logger.warning(f"Could not parse type name '{type_str}'")
return sqltypes.NULLTYPE
type_name = match.group("type")
if type_name not in _type_map:
logger.warning(f"Did not recognize type '{type_name}'")
return sqltypes.NULLTYPE
type_class = _type_map[type_name]
return type_class()

View File

@@ -0,0 +1,173 @@
#! /usr/bin/python3
# Copyright 2021-present StarRocks, Inc. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https:#www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import logging
from typing import Any, Dict, List
from sqlalchemy import log, exc, text
from sqlalchemy.dialects.mysql.pymysql import MySQLDialect_pymysql
from sqlalchemy.engine import Connection
from dbgpt.datasource.rdbms.dialect.starrocks.sqlalchemy import datatype
logger = logging.getLogger(__name__)
@log.class_logger
class StarRocksDialect(MySQLDialect_pymysql):
# Caching
# Warnings are generated by SQLAlchmey if this flag is not explicitly set
# and tests are needed before being enabled
supports_statement_cache = False
name = "starrocks"
def __init__(self, *args, **kw):
super(StarRocksDialect, self).__init__(*args, **kw)
def has_table(self, connection, table_name, schema=None, **kw):
self._ensure_has_table_connection(connection)
if schema is None:
schema = self.default_schema_name
assert schema is not None
quote = self.identifier_preparer.quote_identifier
full_name = quote(table_name)
if schema:
full_name = "{}.{}".format(quote(schema), full_name)
res = connection.execute(text(f"DESCRIBE {full_name}"))
return res.first() is not None
def get_schema_names(self, connection, **kw):
rp = connection.exec_driver_sql("SHOW schemas")
return [r[0] for r in rp]
def get_table_names(self, connection, schema=None, **kw):
"""Return a Unicode SHOW TABLES from a given schema."""
if schema is not None:
current_schema = schema
else:
current_schema = self.default_schema_name
charset = self._connection_charset
rp = connection.exec_driver_sql(
"SHOW FULL TABLES FROM %s"
% self.identifier_preparer.quote_identifier(current_schema)
)
return [
row[0]
for row in self._compat_fetchall(rp, charset=charset)
if row[1] == "BASE TABLE"
]
def get_view_names(self, connection, schema=None, **kw):
if schema is None:
schema = self.default_schema_name
charset = self._connection_charset
rp = connection.exec_driver_sql(
"SHOW FULL TABLES FROM %s"
% self.identifier_preparer.quote_identifier(schema)
)
return [
row[0]
for row in self._compat_fetchall(rp, charset=charset)
if row[1] in ("VIEW", "SYSTEM VIEW")
]
def get_columns(
self, connection: Connection, table_name: str, schema: str = None, **kw
) -> List[Dict[str, Any]]:
if not self.has_table(connection, table_name, schema):
raise exc.NoSuchTableError(f"schema={schema}, table={table_name}")
schema = schema or self._get_default_schema_name(connection)
quote = self.identifier_preparer.quote_identifier
full_name = quote(table_name)
if schema:
full_name = "{}.{}".format(quote(schema), full_name)
res = connection.execute(text(f"SHOW COLUMNS FROM {full_name}"))
columns = []
for record in res:
column = dict(
name=record.Field,
type=datatype.parse_sqltype(record.Type),
nullable=record.Null == "YES",
default=record.Default,
)
columns.append(column)
return columns
def get_pk_constraint(self, connection, table_name, schema=None, **kw):
return { # type: ignore # pep-655 not supported
"name": None,
"constrained_columns": [],
}
def get_unique_constraints(
self, connection: Connection, table_name: str, schema: str = None, **kw
) -> List[Dict[str, Any]]:
return []
def get_check_constraints(
self, connection: Connection, table_name: str, schema: str = None, **kw
) -> List[Dict[str, Any]]:
return []
def get_foreign_keys(
self, connection: Connection, table_name: str, schema: str = None, **kw
) -> List[Dict[str, Any]]:
return []
def get_primary_keys(
self, connection: Connection, table_name: str, schema: str = None, **kw
) -> List[str]:
pk = self.get_pk_constraint(connection, table_name, schema)
return pk.get("constrained_columns") # type: ignore
def get_indexes(self, connection, table_name, schema=None, **kw):
return []
def has_sequence(
self, connection: Connection, sequence_name: str, schema: str = None, **kw
) -> bool:
return False
def get_sequence_names(
self, connection: Connection, schema: str = None, **kw
) -> List[str]:
return []
def get_temp_view_names(
self, connection: Connection, schema: str = None, **kw
) -> List[str]:
return []
def get_temp_table_names(
self, connection: Connection, schema: str = None, **kw
) -> List[str]:
return []
def get_table_options(self, connection, table_name, schema=None, **kw):
return {}
def get_table_comment(
self, connection: Connection, table_name: str, schema: str = None, **kw
) -> Dict[str, Any]:
return dict(text=None)

View File

View File

@@ -0,0 +1,137 @@
"""
Run unit test with command: pytest dbgpt/datasource/rdbms/tests/test_conn_sqlite.py
"""
import pytest
import tempfile
import os
from dbgpt.datasource.rdbms.conn_sqlite import SQLiteConnect
@pytest.fixture
def db():
temp_db_file = tempfile.NamedTemporaryFile(delete=False)
temp_db_file.close()
conn = SQLiteConnect.from_file_path(temp_db_file.name)
yield conn
os.unlink(temp_db_file.name)
def test_get_table_names(db):
assert list(db.get_table_names()) == []
def test_get_table_info(db):
assert db.get_table_info() == ""
def test_get_table_info_with_table(db):
db.run(db.session, "CREATE TABLE test (id INTEGER);")
print(db._sync_tables_from_db())
table_info = db.get_table_info()
assert "CREATE TABLE test" in table_info
def test_run_sql(db):
result = db.run(db.session, "CREATE TABLE test (id INTEGER);")
assert result[0] == ("cid", "name", "type", "notnull", "dflt_value", "pk")
def test_run_no_throw(db):
assert db.run_no_throw(db.session, "this is a error sql").startswith("Error:")
def test_get_indexes(db):
db.run(db.session, "CREATE TABLE test (name TEXT);")
db.run(db.session, "CREATE INDEX idx_name ON test(name);")
assert db.get_indexes("test") == [("idx_name", "c")]
def test_get_indexes_empty(db):
db.run(db.session, "CREATE TABLE test (id INTEGER PRIMARY KEY);")
assert db.get_indexes("test") == []
def test_get_show_create_table(db):
db.run(db.session, "CREATE TABLE test (id INTEGER PRIMARY KEY);")
assert (
db.get_show_create_table("test") == "CREATE TABLE test (id INTEGER PRIMARY KEY)"
)
def test_get_fields(db):
db.run(db.session, "CREATE TABLE test (id INTEGER PRIMARY KEY);")
assert db.get_fields("test") == [("id", "INTEGER", 0, None, 1)]
def test_get_charset(db):
assert db.get_charset() == "UTF-8"
def test_get_collation(db):
assert db.get_collation() == "UTF-8"
def test_table_simple_info(db):
db.run(db.session, "CREATE TABLE test (id INTEGER PRIMARY KEY);")
assert db.table_simple_info() == ["test(id);"]
def test_get_table_info_no_throw(db):
db.run(db.session, "CREATE TABLE test (id INTEGER PRIMARY KEY);")
assert db.get_table_info_no_throw("xxxx_table").startswith("Error:")
def test_query_ex(db):
db.run(db.session, "CREATE TABLE test (id INTEGER PRIMARY KEY);")
db.run(db.session, "insert into test(id) values (1)")
db.run(db.session, "insert into test(id) values (2)")
field_names, result = db.query_ex(db.session, "select * from test")
assert field_names == ["id"]
assert result == [(1,), (2,)]
field_names, result = db.query_ex(db.session, "select * from test", fetch="one")
assert field_names == ["id"]
assert result == [(1,)]
def test_convert_sql_write_to_select(db):
# TODO
pass
def test_get_grants(db):
assert db.get_grants() == []
def test_get_users(db):
assert db.get_users() == []
def test_get_table_comments(db):
assert db.get_table_comments() == []
db.run(db.session, "CREATE TABLE test (id INTEGER PRIMARY KEY);")
assert db.get_table_comments() == [
("test", "CREATE TABLE test (id INTEGER PRIMARY KEY)")
]
def test_get_database_list(db):
db.get_database_list() == []
def test_get_database_names(db):
db.get_database_names() == []
def test_db_dir_exist_dir():
with tempfile.TemporaryDirectory() as temp_dir:
new_dir = os.path.join(temp_dir, "new_dir")
file_path = os.path.join(new_dir, "sqlite.db")
db = SQLiteConnect.from_file_path(file_path)
assert os.path.exists(new_dir) == True
assert list(db.get_table_names()) == []
with tempfile.TemporaryDirectory() as existing_dir:
file_path = os.path.join(existing_dir, "sqlite.db")
db = SQLiteConnect.from_file_path(file_path)
assert os.path.exists(existing_dir) == True
assert list(db.get_table_names()) == []