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Multi-DB type access and page configuration DB information (#392)

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1.Multiple DB type access support
2. Configuration DB information on web
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magic.chen 2023-08-01 20:26:59 +08:00 committed by GitHub
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83 changed files with 474 additions and 445 deletions
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4
README.md
View File

@ -23,7 +23,7 @@
<img alt="Open Issues" src="https://img.shields.io/github/issues-raw/csunny/DB-GPT" />
</a>
<a href="https://discord.gg/eZHE94MN">
<img alt="Discord" src="https://dcbadge.vercel.app/api/server/jDD5FwHh?compact=true&style=flat" />
<img alt="Discord" src="https://dcbadge.vercel.app/api/server/eZHE94MN?compact=true&style=flat" />
</a>
<a href="https://codespaces.new/csunny/DB-GPT">
<img alt="Open in GitHub Codespaces" src="https://github.com/codespaces/badge.svg" />
@ -167,7 +167,7 @@ The MIT License (MIT)
## Contact Information
We are working on building a community, if you have any ideas about building the community, feel free to contact us.
[![](https://dcbadge.vercel.app/api/server/jDD5FwHh?compact=true&style=flat)](https://discord.gg/eZHE94MN)
[![](https://dcbadge.vercel.app/api/server/eZHE94MN?compact=true&style=flat)](https://discord.gg/eZHE94MN)
<p align="center">
<img src="./assets/wechat.jpg" width="300px" />

3
pilot/common/plugins.py
View File

@ -131,9 +131,6 @@ def scan_plugins(cfg: Config, debug: bool = False) -> List[AutoGPTPluginTemplate
# Generic plugins
plugins_path_path = Path(PLUGINS_DIR)
logger.debug(f"Allowlisted Plugins: {cfg.plugins_allowlist}")
logger.debug(f"Denylisted Plugins: {cfg.plugins_denylist}")
for plugin in plugins_path_path.glob("*.zip"):
if moduleList := inspect_zip_for_modules(str(plugin), debug):
for module in moduleList:

5
pilot/connections/db_conn_info.py
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@ -10,3 +10,8 @@ class DBConfig(BaseModel):
db_user: str = ""
db_pwd: str = ""
comment: str = ""
class DbTypeInfo(BaseModel):
db_type: str
is_file_db: bool = False

36
pilot/connections/manages/connect_storage_duckdb.py
View File

@ -47,6 +47,36 @@ class DuckdbConnectConfig:
except Exception as e:
print("add db connect info error1！" + str(e))
def update_db_info(
self,
db_name,
db_type,
db_path: str = "",
db_host: str = "",
db_port: int = 0,
db_user: str = "",
db_pwd: str = "",
comment: str = "",
):
old_db_conf = self.get_db_config(db_name)
if old_db_conf:
try:
cursor = self.connect.cursor()
if not db_path:
cursor.execute(
f"UPDATE connect_config set db_type='{db_type}', db_host='{db_host}', db_port={db_port}, db_user='{db_user}', db_pwd='{db_pwd}', comment='{comment}' where db_name='{db_name}'"
)
else:
cursor.execute(
f"UPDATE connect_config set db_type='{db_type}', db_path='{db_path}', comment='{comment}' where db_name='{db_name}'"
)
cursor.commit()
self.connect.commit()
except Exception as e:
print("edit db connect info error2！" + str(e))
return True
raise ValueError(f"{db_name} not have config info!")
def get_file_db_name(self, path):
try:
conn = duckdb.connect(path)
@ -60,7 +90,7 @@ class DuckdbConnectConfig:
cursor = self.connect.cursor()
cursor.execute(
"INSERT INTO connect_config(id, db_name, db_type, db_path, db_host, db_port, db_user, db_pwd, comment)VALUES(nextval('seq_id'),?,?,?,?,?,?,?,?)",
[db_name, db_type, db_path, "", "", "", "", comment],
[db_name, db_type, db_path, "", 0, "", "", comment],
)
cursor.commit()
self.connect.commit()
@ -89,12 +119,12 @@ class DuckdbConnectConfig:
for i, field in enumerate(fields):
row_dict[field] = row_1[i]
return row_dict
return {}
return None
def get_db_list(self):
if os.path.isfile(duckdb_path):
cursor = duckdb.connect(duckdb_path).cursor()
cursor.execute("SELECT db_name, db_type, comment FROM connect_config ")
cursor.execute("SELECT * FROM connect_config ")
fields = [field[0] for field in cursor.description]
data = []

58
pilot/connections/manages/connection_manager.py
View File

@ -1,3 +1,5 @@
import threading
from pilot.configs.config import Config
from pilot.connections.manages.connect_storage_duckdb import DuckdbConnectConfig
from pilot.common.schema import DBType
@ -7,10 +9,11 @@ from pilot.connections.base import BaseConnect
from pilot.connections.rdbms.conn_mysql import MySQLConnect
from pilot.connections.rdbms.conn_duckdb import DuckDbConnect
from pilot.connections.rdbms.conn_mssql import MSSQLConnect
from pilot.connections.rdbms.rdbms_connect import RDBMSDatabase
from pilot.connections.rdbms.base import RDBMSDatabase
from pilot.singleton import Singleton
from pilot.common.sql_database import Database
from pilot.connections.db_conn_info import DBConfig
from pilot.summary.db_summary_client import DBSummaryClient
CFG = Config()
@ -34,6 +37,7 @@ class ConnectManager:
def __init__(self):
self.storage = DuckdbConnectConfig()
self.db_summary_client = DBSummaryClient()
self.__load_config_db()
def __load_config_db(self):
@ -117,20 +121,44 @@ class ConnectManager:
def delete_db(self, db_name: str):
return self.storage.delete_db(db_name)
def edit_db(self, db_info: DBConfig):
return self.storage.update_db_info(
db_info.db_name,
db_info.db_type,
db_info.file_path,
db_info.db_host,
db_info.db_port,
db_info.db_user,
db_info.db_pwd,
db_info.comment,
)
def add_db(self, db_info: DBConfig):
db_type = DBType.of_db_type(db_info.db_type)
if db_type.is_file_db():
self.storage.add_file_db(
db_info.db_name, db_info.db_type, db_info.file_path
)
else:
self.storage.add_url_db(
db_info.db_name,
db_info.db_type,
db_info.db_host,
db_info.db_port,
db_info.db_user,
db_info.db_pwd,
db_info.comment,
print(f"add_db:{db_info.__dict__}")
try:
db_type = DBType.of_db_type(db_info.db_type)
if db_type.is_file_db():
self.storage.add_file_db(
db_info.db_name, db_info.db_type, db_info.file_path
)
else:
self.storage.add_url_db(
db_info.db_name,
db_info.db_type,
db_info.db_host,
db_info.db_port,
db_info.db_user,
db_info.db_pwd,
db_info.comment,
)
# async embedding
thread = threading.Thread(
target=self.db_summary_client.db_summary_embedding(
db_info.db_name, db_info.db_type
)
)
thread.start()
except Exception as e:
raise ValueError("Add db connect info error！" + str(e))
return True

0
pilot/connections/rdbms/rdbms_connect.py → pilot/connections/rdbms/base.py
View File

38
pilot/connections/rdbms/clickhouse.py
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@ -1,38 +0,0 @@
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
from pilot.connections.rdbms.rdbms_connect import RDBMSDatabase
from pilot.configs.config import Config
CFG = Config()
class ClickHouseConnector(RDBMSDatabase):
"""ClickHouseConnector"""
db_type: str = "duckdb"
driver: str = "duckdb"
file_path: str
default_db = ["information_schema", "performance_schema", "sys", "mysql"]
@classmethod
def from_config(cls) -> RDBMSDatabase:
"""
Todo password encryption
Returns:
"""
return cls.from_uri_db(
cls,
CFG.LOCAL_DB_PATH,
engine_args={"pool_size": 10, "pool_recycle": 3600, "echo": True},
)
@classmethod
def from_uri_db(
cls, db_path: str, engine_args: Optional[dict] = None, **kwargs: Any
) -> RDBMSDatabase:
db_url: str = cls.connect_driver + "://" + db_path
return cls.from_uri(db_url, engine_args, **kwargs)

34
pilot/connections/rdbms/conn_duckdb.py
View File

@ -9,7 +9,7 @@ from sqlalchemy import (
)
from sqlalchemy.ext.declarative import declarative_base
from pilot.connections.rdbms.rdbms_connect import RDBMSDatabase
from pilot.connections.rdbms.base import RDBMSDatabase
class DuckDbConnect(RDBMSDatabase):
@ -29,6 +29,38 @@ class DuckDbConnect(RDBMSDatabase):
_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'

2
pilot/connections/rdbms/conn_mssql.py
View File

@ -10,7 +10,7 @@ from sqlalchemy import (
select,
text,
)
from pilot.connections.rdbms.rdbms_connect import RDBMSDatabase
from pilot.connections.rdbms.base import RDBMSDatabase
class MSSQLConnect(RDBMSDatabase):

2
pilot/connections/rdbms/conn_mysql.py
View File

@ -2,7 +2,7 @@
# -*- coding: utf-8 -*-
from typing import Optional, Any
from pilot.connections.rdbms.rdbms_connect import RDBMSDatabase
from pilot.connections.rdbms.base import RDBMSDatabase
class MySQLConnect(RDBMSDatabase):

13
pilot/connections/rdbms/oracle.py
View File

@ -1,13 +0,0 @@
#!/usr/bin/env python3
# -*- coding:utf-8 -*-
from pilot.connections.rdbms.rdbms_connect import RDBMSDatabase
class OracleConnector(RDBMSDatabase):
"""OracleConnector"""
db_type: str = "oracle"
driver: str = "oracle"
default_db = ["SYS", "SYSTEM", "OUTLN", "ORDDATA", "XDB"]

12
pilot/connections/rdbms/postgres.py
View File

@ -1,12 +0,0 @@
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
from pilot.connections.rdbms.rdbms_connect import RDBMSDatabase
class PostgresConnector(RDBMSDatabase):
"""PostgresConnector is a class which Connector"""
db_type: str = "postgresql"
driver: str = "postgresql"
default_db = ["information_schema", "performance_schema", "sys", "mysql"]

25
pilot/openapi/api_v1/api_v1.py
View File

@ -25,7 +25,7 @@ from pilot.openapi.api_v1.api_view_model import (
MessageVo,
ChatSceneVo,
)
from pilot.connections.db_conn_info import DBConfig
from pilot.connections.db_conn_info import DBConfig, DbTypeInfo
from pilot.configs.config import Config
from pilot.server.knowledge.service import KnowledgeService
from pilot.server.knowledge.request.request import KnowledgeSpaceRequest
@ -35,7 +35,7 @@ from pilot.scene.base import ChatScene
from pilot.scene.chat_factory import ChatFactory
from pilot.configs.model_config import LOGDIR
from pilot.utils import build_logger
from pilot.scene.base_message import BaseMessage
from pilot.common.schema import DBType
from pilot.memory.chat_history.duckdb_history import DuckdbHistoryMemory
from pilot.scene.message import OnceConversation
@ -97,23 +97,34 @@ def knowledge_list():
@router.get("/v1/chat/db/list", response_model=Result[DBConfig])
async def dialogue_list():
async def db_connect_list():
return Result.succ(CFG.LOCAL_DB_MANAGE.get_db_list())
@router.post("/v1/chat/db/add", response_model=Result[bool])
async def dialogue_list(db_config: DBConfig = Body()):
async def db_connect_add(db_config: DBConfig = Body()):
return Result.succ(CFG.LOCAL_DB_MANAGE.add_db(db_config))
@router.post("/v1/chat/db/edit", response_model=Result[bool])
async def db_connect_edit(db_config: DBConfig = Body()):
return Result.succ(CFG.LOCAL_DB_MANAGE.edit_db(db_config))
@router.post("/v1/chat/db/delete", response_model=Result[bool])
async def dialogue_list(db_name: str = None):
async def db_connect_delete(db_name: str = None):
return Result.succ(CFG.LOCAL_DB_MANAGE.delete_db(db_name))
@router.get("/v1/chat/db/support/type", response_model=Result[str])
@router.get("/v1/chat/db/support/type", response_model=Result[DbTypeInfo])
async def db_support_types():
return Result[str].succ(["mysql", "mssql", "duckdb"])
support_types = [DBType.Mysql, DBType.MSSQL, DBType.DuckDb]
db_type_infos = []
for type in support_types:
db_type_infos.append(
DbTypeInfo(db_type=type.value(), is_file_db=type.is_file_db())
)
return Result[DbTypeInfo].succ(db_type_infos)
@router.get("/v1/chat/dialogue/list", response_model=Result[ConversationVo])

0
pilot/scene/chat_data/__init__.py Normal file
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0
pilot/scene/chat_data/chat_excel/__init__.py Normal file
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0
pilot/scene/chat_data/chat_excel/excel_analyze/__init__.py Normal file
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0
pilot/scene/chat_data/chat_excel/excel_learning/__init__.py Normal file
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4
pilot/scene/chat_db/auto_execute/prompt.py
View File

@ -8,10 +8,10 @@ from pilot.scene.chat_db.auto_execute.example import sql_data_example
CFG = Config()
PROMPT_SCENE_DEFINE = None
PROMPT_SCENE_DEFINE = "You are a SQL expert. "
_DEFAULT_TEMPLATE = """
You are a SQL expert. Given an input question, create a syntactically correct {dialect} sql.
Given an input question, create a syntactically correct {dialect} sql.
Unless the user specifies in his question a specific number of examples he wishes to obtain, always limit your query to at most {top_k} results.
Use as few tables as possible when querying.

21
pilot/server/dbgpt_server.py
View File

@ -4,17 +4,19 @@ import os
import shutil
import argparse
import sys
import logging
ROOT_PATH = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
sys.path.append(ROOT_PATH)
import signal
from pilot.configs.config import Config
from pilot.configs.model_config import (
DATASETS_DIR,
KNOWLEDGE_UPLOAD_ROOT_PATH,
LLM_MODEL_CONFIG,
LOGDIR,
)
# from pilot.configs.model_config import (
# DATASETS_DIR,
# KNOWLEDGE_UPLOAD_ROOT_PATH,
# LLM_MODEL_CONFIG,
# LOGDIR,
# )
from pilot.utils import build_logger
from pilot.server.webserver_base import server_init
@ -30,11 +32,13 @@ from pilot.server.knowledge.api import router as knowledge_router
from pilot.openapi.api_v1.api_v1 import router as api_v1, validation_exception_handler
logging.basicConfig(level=logging.INFO)
static_file_path = os.path.join(os.getcwd(), "server/static")
CFG = Config()
logger = build_logger("webserver", LOGDIR + "webserver.log")
# logger = build_logger("webserver", LOGDIR + "webserver.log")
def signal_handler():
@ -113,5 +117,6 @@ if __name__ == "__main__":
import uvicorn
uvicorn.run(app, host="0.0.0.0", port=args.port)
logging.basicConfig(level=logging.INFO)
uvicorn.run(app, host="0.0.0.0", port=args.port, log_level=0)
signal.signal(signal.SIGINT, signal_handler())

2
pilot/server/static/404.html
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@ -1 +1 @@
<!DOCTYPE html><html><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width"/><title>404: This page could not be found</title><meta name="next-head-count" content="3"/><noscript data-n-css=""></noscript><script defer="" nomodule="" src="/_next/static/chunks/polyfills-78c92fac7aa8fdd8.js"></script><script src="/_next/static/chunks/webpack-e0b549c3ec4ce91b.js" defer=""></script><script src="/_next/static/chunks/framework-43665103d101a22d.js" defer=""></script><script src="/_next/static/chunks/main-c6e90425c3eeb90a.js" defer=""></script><script src="/_next/static/chunks/pages/_app-1f2755172264764d.js" defer=""></script><script src="/_next/static/chunks/pages/_error-f5357f382422dd96.js" defer=""></script><script src="/_next/static/AVF7sR15c1tF8wuv8mGBK/_buildManifest.js" defer=""></script><script src="/_next/static/AVF7sR15c1tF8wuv8mGBK/_ssgManifest.js" defer=""></script></head><body><div id="__next"><div style="font-family:system-ui,&quot;Segoe UI&quot;,Roboto,Helvetica,Arial,sans-serif,&quot;Apple Color Emoji&quot;,&quot;Segoe UI Emoji&quot;;height:100vh;text-align:center;display:flex;flex-direction:column;align-items:center;justify-content:center"><div style="line-height:48px"><style>body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}</style><h1 class="next-error-h1" style="display:inline-block;margin:0 20px 0 0;padding-right:23px;font-size:24px;font-weight:500;vertical-align:top">404</h1><div style="display:inline-block"><h2 style="font-size:14px;font-weight:400;line-height:28px">This page could not be found<!-- -->.</h2></div></div></div></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"statusCode":404}},"page":"/_error","query":{},"buildId":"AVF7sR15c1tF8wuv8mGBK","nextExport":true,"isFallback":false,"gip":true,"scriptLoader":[]}</script></body></html>
<!DOCTYPE html><html><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width"/><title>404: This page could not be found</title><meta name="next-head-count" content="3"/><noscript data-n-css=""></noscript><script defer="" nomodule="" src="/_next/static/chunks/polyfills-78c92fac7aa8fdd8.js"></script><script src="/_next/static/chunks/webpack-8be0750561cfcccd.js" defer=""></script><script src="/_next/static/chunks/framework-43665103d101a22d.js" defer=""></script><script src="/_next/static/chunks/main-c6e90425c3eeb90a.js" defer=""></script><script src="/_next/static/chunks/pages/_app-1f2755172264764d.js" defer=""></script><script src="/_next/static/chunks/pages/_error-f5357f382422dd96.js" defer=""></script><script src="/_next/static/9C-EourU_3qSC0HuMlO9a/_buildManifest.js" defer=""></script><script src="/_next/static/9C-EourU_3qSC0HuMlO9a/_ssgManifest.js" defer=""></script></head><body><div id="__next"><div style="font-family:system-ui,&quot;Segoe UI&quot;,Roboto,Helvetica,Arial,sans-serif,&quot;Apple Color Emoji&quot;,&quot;Segoe UI Emoji&quot;;height:100vh;text-align:center;display:flex;flex-direction:column;align-items:center;justify-content:center"><div style="line-height:48px"><style>body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}</style><h1 class="next-error-h1" style="display:inline-block;margin:0 20px 0 0;padding-right:23px;font-size:24px;font-weight:500;vertical-align:top">404</h1><div style="display:inline-block"><h2 style="font-size:14px;font-weight:400;line-height:28px">This page could not be found<!-- -->.</h2></div></div></div></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"statusCode":404}},"page":"/_error","query":{},"buildId":"9C-EourU_3qSC0HuMlO9a","nextExport":true,"isFallback":false,"gip":true,"scriptLoader":[]}</script></body></html>

2
pilot/server/static/404/index.html
View File

@ -1 +1 @@
<!DOCTYPE html><html><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width"/><title>404: This page could not be found</title><meta name="next-head-count" content="3"/><noscript data-n-css=""></noscript><script defer="" nomodule="" src="/_next/static/chunks/polyfills-78c92fac7aa8fdd8.js"></script><script src="/_next/static/chunks/webpack-e0b549c3ec4ce91b.js" defer=""></script><script src="/_next/static/chunks/framework-43665103d101a22d.js" defer=""></script><script src="/_next/static/chunks/main-c6e90425c3eeb90a.js" defer=""></script><script src="/_next/static/chunks/pages/_app-1f2755172264764d.js" defer=""></script><script src="/_next/static/chunks/pages/_error-f5357f382422dd96.js" defer=""></script><script src="/_next/static/AVF7sR15c1tF8wuv8mGBK/_buildManifest.js" defer=""></script><script src="/_next/static/AVF7sR15c1tF8wuv8mGBK/_ssgManifest.js" defer=""></script></head><body><div id="__next"><div style="font-family:system-ui,&quot;Segoe UI&quot;,Roboto,Helvetica,Arial,sans-serif,&quot;Apple Color Emoji&quot;,&quot;Segoe UI Emoji&quot;;height:100vh;text-align:center;display:flex;flex-direction:column;align-items:center;justify-content:center"><div style="line-height:48px"><style>body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}</style><h1 class="next-error-h1" style="display:inline-block;margin:0 20px 0 0;padding-right:23px;font-size:24px;font-weight:500;vertical-align:top">404</h1><div style="display:inline-block"><h2 style="font-size:14px;font-weight:400;line-height:28px">This page could not be found<!-- -->.</h2></div></div></div></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"statusCode":404}},"page":"/_error","query":{},"buildId":"AVF7sR15c1tF8wuv8mGBK","nextExport":true,"isFallback":false,"gip":true,"scriptLoader":[]}</script></body></html>
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19
pilot/server/webserver_base.py
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@ -7,12 +7,13 @@ import sys
from pilot.summary.db_summary_client import DBSummaryClient
from pilot.commands.command_mange import CommandRegistry
from pilot.configs.config import Config
from pilot.configs.model_config import (
DATASETS_DIR,
KNOWLEDGE_UPLOAD_ROOT_PATH,
LLM_MODEL_CONFIG,
LOGDIR,
)
# from pilot.configs.model_config import (
# DATASETS_DIR,
# KNOWLEDGE_UPLOAD_ROOT_PATH,
# LLM_MODEL_CONFIG,
# LOGDIR,
# )
from pilot.common.plugins import scan_plugins, load_native_plugins
from pilot.utils import build_logger
from pilot.connections.manages.connection_manager import ConnectManager
@ -20,7 +21,7 @@ from pilot.connections.manages.connection_manager import ConnectManager
ROOT_PATH = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
sys.path.append(ROOT_PATH)
logger = build_logger("webserver", LOGDIR + "webserver.log")
# logger = build_logger("webserver", LOGDIR + "webserver.log")
def signal_handler(sig, frame):
@ -35,7 +36,7 @@ def async_db_summery():
def server_init(args):
logger.info(f"args: {args}")
# logger.info(f"args: {args}")
# init config
cfg = Config()
@ -43,7 +44,7 @@ def server_init(args):
conn_manage = ConnectManager()
cfg.LOCAL_DB_MANAGE = conn_manage
load_native_plugins(cfg)
# load_native_plugins(cfg)
signal.signal(signal.SIGINT, signal_handler)
async_db_summery()
cfg.set_plugins(scan_plugins(cfg, cfg.debug_mode))

8
pilot/summary/db_summary_client.py
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@ -9,11 +9,10 @@ from pilot.scene.base import ChatScene
from pilot.scene.base_chat import BaseChat
from pilot.embedding_engine.embedding_engine import EmbeddingEngine
from pilot.embedding_engine.string_embedding import StringEmbedding
from pilot.summary.mysql_db_summary import MysqlSummary
from pilot.summary.rdbms_db_summary import RdbmsSummary
from pilot.scene.chat_factory import ChatFactory
from pilot.common.schema import DBType
CFG = Config()
chat_factory = ChatFactory()
@ -28,11 +27,8 @@ class DBSummaryClient:
def db_summary_embedding(self, dbname, db_type):
"""put db profile and table profile summary into vector store"""
if DBType.Mysql.value() == db_type:
db_summary_client = MysqlSummary(dbname)
else:
raise ValueError("Unsupport summary DbType！" + db_type)
db_summary_client = RdbmsSummary(dbname, db_type)
embeddings = HuggingFaceEmbeddings(
model_name=LLM_MODEL_CONFIG[CFG.EMBEDDING_MODEL]
)

180
pilot/summary/rdbms_db_summary.py Normal file
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@ -0,0 +1,180 @@
import json
from pilot.configs.config import Config
from pilot.summary.db_summary import DBSummary, TableSummary, FieldSummary, IndexSummary
CFG = Config()
class RdbmsSummary(DBSummary):
"""Get mysql summary template."""
def __init__(self, name, type):
self.name = name
self.type = type
self.summery = """{{"database_name": "{name}", "type": "{type}", "tables": "{tables}", "qps": "{qps}", "tps": {tps}}}"""
self.tables = {}
self.tables_info = []
self.vector_tables_info = []
# self.tables_summary = {}
self.db = CFG.LOCAL_DB_MANAGE.get_connect(name)
self.metadata = """user info :{users}, grant info:{grant}, charset:{charset}, collation:{collation}""".format(
users=self.db.get_users(),
grant=self.db.get_grants(),
charset=self.db.get_charset(),
collation=self.db.get_collation(),
)
tables = self.db.get_table_names()
self.table_comments = self.db.get_table_comments(name)
comment_map = {}
for table_comment in self.table_comments:
self.tables_info.append(
"table name:{table_name},table description:{table_comment}".format(
table_name=table_comment[0], table_comment=table_comment[1]
)
)
comment_map[table_comment[0]] = table_comment[1]
vector_table = json.dumps(
{"table_name": table_comment[0], "table_description": table_comment[1]}
)
self.vector_tables_info.append(
vector_table.encode("utf-8").decode("unicode_escape")
)
self.table_columns_info = []
self.table_columns_json = []
for table_name in tables:
table_summary = RdbmsTableSummary(self.db, name, table_name, comment_map)
# self.tables[table_name] = table_summary.get_summery()
self.tables[table_name] = table_summary.get_columns()
self.table_columns_info.append(table_summary.get_columns())
# self.table_columns_json.append(table_summary.get_summary_json())
table_profile = (
"table name:{table_name},table description:{table_comment}".format(
table_name=table_name,
table_comment=self.db.get_show_create_table(table_name),
)
)
self.table_columns_json.append(table_profile)
# self.tables_info.append(table_summary.get_summery())
def get_summery(self):
if CFG.SUMMARY_CONFIG == "FAST":
return self.vector_tables_info
else:
return self.summery.format(
name=self.name, type=self.type, table_info=";".join(self.tables_info)
)
def get_db_summery(self):
return self.summery.format(
name=self.name,
type=self.type,
tables=";".join(self.vector_tables_info),
qps=1000,
tps=1000,
)
def get_table_summary(self):
return self.tables
def get_table_comments(self):
return self.table_comments
def table_info_json(self):
return self.table_columns_json
class RdbmsTableSummary(TableSummary):
"""Get mysql table summary template."""
def __init__(self, instance, dbname, name, comment_map):
self.name = name
self.dbname = dbname
self.summery = """database name:{dbname}, table name:{name}, have columns info: {fields}, have indexes info: {indexes}"""
self.json_summery_template = """{{"table_name": "{name}", "comment": "{comment}", "columns": "{fields}", "indexes": "{indexes}", "size_in_bytes": {size_in_bytes}, "rows": {rows}}}"""
self.fields = []
self.fields_info = []
self.indexes = []
self.indexes_info = []
self.db = instance
fields = self.db.get_fields(name)
indexes = self.db.get_indexes(name)
field_names = []
for field in fields:
field_summary = RdbmsFieldsSummary(field)
self.fields.append(field_summary)
self.fields_info.append(field_summary.get_summery())
field_names.append(field[0])
self.column_summery = """{name}({columns_info})""".format(
name=name, columns_info=",".join(field_names)
)
for index in indexes:
index_summary = RdbmsIndexSummary(index)
self.indexes.append(index_summary)
self.indexes_info.append(index_summary.get_summery())
self.json_summery = self.json_summery_template.format(
name=name,
comment=comment_map[name],
fields=self.fields_info,
indexes=self.indexes_info,
size_in_bytes=1000,
rows=1000,
)
def get_summery(self):
return self.summery.format(
name=self.name,
dbname=self.dbname,
fields=";".join(self.fields_info),
indexes=";".join(self.indexes_info),
)
def get_columns(self):
return self.column_summery
def get_summary_json(self):
return self.json_summery
class RdbmsFieldsSummary(FieldSummary):
"""Get mysql field summary template."""
def __init__(self, field):
self.name = field[0]
# self.summery = """column name:{name}, column data type:{data_type}, is nullable:{is_nullable}, default value is:{default_value}, comment is:{comment} """
# self.summery = """{"name": {name}, "type": {data_type}, "is_primary_key": {is_nullable}, "comment":{comment}, "default":{default_value}}"""
self.data_type = field[1]
self.default_value = field[2]
self.is_nullable = field[3]
self.comment = field[4]
def get_summery(self):
return '{{"name": "{name}", "type": "{data_type}", "is_primary_key": "{is_nullable}", "comment": "{comment}", "default": "{default_value}"}}'.format(
name=self.name,
data_type=self.data_type,
is_nullable=self.is_nullable,
default_value=self.default_value,
comment=self.comment,
)
class RdbmsIndexSummary(IndexSummary):
"""Get mysql index summary template."""
def __init__(self, index):
self.name = index[0]
# self.summery = """index name:{name}, index bind columns:{bind_fields}"""
self.summery_template = '{{"name": "{name}", "columns": {bind_fields}}}'
self.bind_fields = index[1]
def get_summery(self):
return self.summery_template.format(
name=self.name, bind_fields=self.bind_fields
)

2
pilot/utils.py
View File

@ -77,7 +77,7 @@ def build_logger(logger_name, logger_filename):
for name, item in logging.root.manager.loggerDict.items():
if isinstance(item, logging.Logger):
item.addHandler(handler)
logging.basicConfig(level=logging.INFO)
return logger