app/liteyuki/utils/data.py
2024-03-25 00:33:23 +08:00

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import json
import os
import sqlite3
import types
from abc import ABC
from collections.abc import Iterable
import nonebot
from pydantic import BaseModel
from typing import Any
BaseIterable = list | tuple | set | dict
class LiteModel(BaseModel):
"""轻量级模型基类
类型注解统一使用Python3.9的PEP585标准如需使用泛型请使用typing模块的泛型类型
"""
id: int = None
class BaseORMAdapter(ABC):
def __init__(self):
pass
def auto_migrate(self, *args, **kwargs):
"""自动迁移
Returns:
"""
raise NotImplementedError
def upsert(self, *args, **kwargs):
"""存储数据
Returns:
"""
raise NotImplementedError
def first(self, *args, **kwargs):
"""查询第一条数据
Returns:
"""
raise NotImplementedError
def all(self, *args, **kwargs):
"""查询所有数据
Returns:
"""
raise NotImplementedError
def delete(self, *args, **kwargs):
"""删除数据
Returns:
"""
raise NotImplementedError
def update(self, *args, **kwargs):
"""更新数据
Returns:
"""
raise NotImplementedError
class Database(BaseORMAdapter):
"""SQLiteORM适配器严禁使用`FORIEGNID`和`JSON`作为主键前缀,严禁使用`$ID:`作为字符串值前缀
Attributes:
"""
type_map = {
# default: TEXT
str : 'TEXT',
int : 'INTEGER',
float: 'REAL',
bool : 'INTEGER',
list : 'TEXT'
}
DEFAULT_VALUE = {
'TEXT' : '',
'INTEGER': 0,
'REAL' : 0.0
}
FOREIGNID = 'FOREIGNID'
JSON = 'JSON'
LIST = 'LIST'
DICT = 'DICT'
ID = '$ID'
def __init__(self, db_name: str):
super().__init__()
if not os.path.exists(os.path.dirname(db_name)):
os.makedirs(os.path.dirname(db_name))
self.conn = sqlite3.connect(db_name)
self.conn.row_factory = sqlite3.Row
self.cursor = self.conn.cursor()
def auto_migrate(self, *args: type(LiteModel)):
"""自动迁移,检测新模型字段和原有表字段的差异,如有差异自动增删新字段
Args:
*args: 模型类
Returns:
"""
table_name = ''
for model in args:
model: type(LiteModel)
# 检测并创建表若模型未定义id字段则使用自增主键有定义的话使用id字段且id有可能为字符串
table_name = model.__name__
if 'id' in model.__annotations__ and model.__annotations__['id'] is not None:
# 如果模型定义了id字段那么使用模型的id字段
id_type = self.type_map.get(model.__annotations__['id'], 'TEXT')
self.cursor.execute(f'CREATE TABLE IF NOT EXISTS {table_name} (id {id_type} PRIMARY KEY)')
else:
# 如果模型未定义id字段那么使用自增主键
self.cursor.execute(f'CREATE TABLE IF NOT EXISTS {table_name} (id INTEGER PRIMARY KEY AUTOINCREMENT)')
# 获取表字段
self.cursor.execute(f'PRAGMA table_info({table_name})')
table_fields = self.cursor.fetchall()
table_fields = [field[1] for field in table_fields]
raw_fields, raw_types = zip(*model.__annotations__.items())
# 获取模型字段若有模型则添加FOREIGNID前缀若为BaseIterable则添加JSON前缀用多行if判断
model_fields = []
model_types = []
for field, r_type in zip(raw_fields, raw_types):
if isinstance(r_type, type(LiteModel)):
model_fields.append(f'{self.FOREIGNID}{field}')
model_types.append('TEXT')
elif r_type in [list[str], list[int], list[float], list[bool], list]:
model_fields.append(f'{self.LIST}{field}')
model_types.append('TEXT')
elif r_type in [dict[str, str], dict[str, int], dict[str, float], dict[str, bool], dict]:
model_fields.append(f'{self.DICT}{field}')
model_types.append('TEXT')
elif isinstance(r_type, types.GenericAlias):
model_fields.append(f'{self.JSON}{field}')
model_types.append('TEXT')
else:
model_fields.append(field)
model_types.append(self.type_map.get(r_type, 'TEXT'))
# 检测新字段或字段类型是否有变化,有则增删字段,已经加了前缀类型
for field_changed, type_, r_type in zip(model_fields, model_types, raw_types):
if field_changed not in table_fields:
nonebot.logger.debug(f'ALTER TABLE {table_name} ADD COLUMN {field_changed} {type_}')
self.cursor.execute(f'ALTER TABLE {table_name} ADD COLUMN {field_changed} {type_}')
# 在原有的行中添加新字段对应类型的默认值从DEFAULT_TYPE中获取
self.cursor.execute(f'UPDATE {table_name} SET {field_changed} = ? WHERE {field_changed} IS NULL', (self.DEFAULT_VALUE.get(type_, ""),))
# 检测多余字段除了id字段
for field in table_fields:
if field not in model_fields and field != 'id':
nonebot.logger.debug(f'ALTER TABLE {table_name} DROP COLUMN {field}')
self.cursor.execute(f'ALTER TABLE {table_name} DROP COLUMN {field}')
self.conn.commit()
nonebot.logger.debug(f'Table {table_name} migrated successfully')
def upsert(self, *models: LiteModel) -> int | tuple:
"""存储数据检查id字段如果有id字段则更新没有则插入
Args:
models: 数据
Returns:
id: 数据id如果有多个数据则返回id元组
"""
ids = []
for model in models:
table_name = model.__class__.__name__
if not self._detect_for_table(table_name):
raise ValueError(f'{table_name}不存在,请先迁移')
key_list = []
value_list = []
# 处理外键,添加前缀'$IDFieldName'
for field, value in model.__dict__.items():
if isinstance(value, LiteModel):
key_list.append(f'{self.FOREIGNID}{field}')
value_list.append(f'{self.ID}:{value.__class__.__name__}:{self.upsert(value)}')
elif isinstance(value, list):
key_list.append(f'{self.LIST}{field}')
value_list.append(self._flat(value))
elif isinstance(value, dict):
key_list.append(f'{self.DICT}{field}')
value_list.append(self._flat(value))
elif isinstance(value, BaseIterable):
key_list.append(f'{self.JSON}{field}')
value_list.append(self._flat(value))
else:
key_list.append(field)
value_list.append(value)
# 更新或插入数据,用?占位
nonebot.logger.debug(f'INSERT OR REPLACE INTO {table_name} ({",".join(key_list)}) VALUES ({",".join(["?" for _ in key_list])})')
self.cursor.execute(f'INSERT OR REPLACE INTO {table_name} ({",".join(key_list)}) VALUES ({",".join(["?" for _ in key_list])})', value_list)
ids.append(self.cursor.lastrowid)
self.conn.commit()
return ids[0] if len(ids) == 1 else tuple(ids)
def _flat(self, data: Iterable) -> str:
"""扁平化数据,返回扁平化对象
Args:
data: 数据,可迭代对象
Returns: json字符串
"""
if isinstance(data, dict):
return_data = {}
for k, v in data.items():
if isinstance(v, LiteModel):
return_data[f'{self.FOREIGNID}{k}'] = f'{self.ID}:{v.__class__.__name__}:{self.upsert(v)}'
elif isinstance(v, list):
return_data[f'{self.LIST}{k}'] = self._flat(v)
elif isinstance(v, dict):
return_data[f'{self.DICT}{k}'] = self._flat(v)
elif isinstance(v, BaseIterable):
return_data[f'{self.JSON}{k}'] = self._flat(v)
else:
return_data[k] = v
elif isinstance(data, list | tuple | set):
return_data = []
for v in data:
if isinstance(v, LiteModel):
return_data.append(f'{self.ID}:{v.__class__.__name__}:{self.upsert(v)}')
elif isinstance(v, list):
return_data.append(self._flat(v))
elif isinstance(v, dict):
return_data.append(self._flat(v))
elif isinstance(v, BaseIterable):
return_data.append(self._flat(v))
else:
return_data.append(v)
else:
raise ValueError('数据类型错误')
return json.dumps(return_data)
def _detect_for_table(self, table_name: str) -> bool:
"""在进行增删查改前检测表是否存在
Args:
table_name: 表名
Returns:
"""
return self.cursor.execute(f'SELECT * FROM sqlite_master WHERE type = "table" AND name = ?', (table_name,)).fetchone()
def first(self, model: type(LiteModel), conditions, *args, default: Any = None) -> LiteModel | None:
"""查询第一条数据
Args:
model: 模型
conditions: 查询条件
*args: 参数化查询条件参数
default: 未查询到结果默认返回值
Returns: 数据
"""
table_name = model.__name__
if not self._detect_for_table(table_name):
return default
self.cursor.execute(f'SELECT * FROM {table_name} WHERE {conditions}', args)
if row_data := self.cursor.fetchone():
data = dict(row_data)
return model(**self.convert_to_dict(data))
return default
def all(self, model: type(LiteModel), conditions=None, *args, default: Any = None) -> list[LiteModel] | None:
"""查询所有数据
Args:
model: 模型
conditions: 查询条件
*args: 参数化查询条件参数
default: 未查询到结果默认返回值
Returns: 数据
"""
table_name = model.__name__
if not self._detect_for_table(table_name):
return default
if conditions:
self.cursor.execute(f'SELECT * FROM {table_name} WHERE {conditions}', args)
else:
self.cursor.execute(f'SELECT * FROM {table_name}')
if row_datas := self.cursor.fetchall():
datas = [dict(row_data) for row_data in row_datas]
return [model(**self.convert_to_dict(d)) for d in datas] if datas else default
return default
def delete(self, model: type(LiteModel), conditions, *args):
"""删除数据
Args:
model: 模型
conditions: 查询条件
*args: 参数化查询条件参数
Returns:
"""
table_name = model.__name__
if not self._detect_for_table(table_name):
return
nonebot.logger.debug(f'DELETE FROM {table_name} WHERE {conditions}')
self.cursor.execute(f'DELETE FROM {table_name} WHERE {conditions}', args)
self.conn.commit()
def convert_to_dict(self, data: dict) -> dict:
"""将json字符串转换为字典
Args:
data: json字符串
Returns: 字典
"""
def load(d: BaseIterable) -> BaseIterable:
"""递归加载数据,去除前缀"""
if isinstance(d, dict):
new_d = {}
for k, v in d.items():
if k.startswith(self.FOREIGNID):
new_d[k.replace(self.FOREIGNID, '')] = load(
dict(self.cursor.execute(f'SELECT * FROM {v.split(":", 2)[1]} WHERE id = ?', (v.split(":", 2)[2],)).fetchone()))
elif k.startswith(self.LIST):
if v == '': v = '[]'
new_d[k.replace(self.LIST, '')] = load(json.loads(v))
elif k.startswith(self.DICT):
if v == '': v = '{}'
new_d[k.replace(self.DICT, '')] = load(json.loads(v))
elif k.startswith(self.JSON):
if v == '': v = '[]'
new_d[k.replace(self.JSON, '')] = load(json.loads(v))
else:
new_d[k] = v
elif isinstance(d, list | tuple | set):
new_d = []
for i, v in enumerate(d):
if isinstance(v, str) and v.startswith(self.ID):
new_d.append(load(dict(self.cursor.execute(f'SELECT * FROM {v.split(":", 2)[1]} WHERE id = ?', (v.split(":", 2)[2],)).fetchone())))
elif isinstance(v, BaseIterable):
new_d.append(load(v))
else:
new_d = d
return new_d
return load(data)