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update: Liteyuki ORM
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parent
a3f63e383d
commit
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289
src/api/data.py
289
src/api/data.py
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import json
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import sqlite3
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import uuid
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from abc import ABC
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from collections.abc import Iterable
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from typing import Any
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from pymongo import MongoClient
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from pydantic import BaseModel
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BaseIterable = list | tuple | set | dict
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class LiteModel(BaseModel):
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pass
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class BaseORM:
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def __init__(self, *args, **kwargs):
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class BaseORMAdapter(ABC):
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def __init__(self):
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pass
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def auto_migrate(self, *args, **kwargs):
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"""自动迁移数据库
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Args:
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*args:
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**kwargs:
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"""自动迁移
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Returns:
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"""
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raise NotImplementedError
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def save(self, *args, **kwargs):
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"""创建数据
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Args:
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*args:
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**kwargs:
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"""存储数据
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Returns:
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"""
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raise NotImplementedError
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def update(self, *args, **kwargs):
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"""更新数据
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Args:
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*args:
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**kwargs:
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Returns:
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"""
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raise NotImplementedError
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def delete(self, *args, **kwargs):
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"""删除数据
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Args:
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*args:
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**kwargs:
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Returns:
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"""
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raise NotImplementedError
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def first(self, *args, **kwargs):
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"""查询第一条数据
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Args:
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*args:
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**kwargs:
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Returns:
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"""
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raise NotImplementedError
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def where(self, *args, **kwargs):
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"""查询数据
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Args:
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*args:
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**kwargs:
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Returns:
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"""
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raise NotImplementedError
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def all(self, *args, **kwargs):
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"""查询所有数据
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Args:
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*args:
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**kwargs:
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Returns:
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"""
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raise NotImplementedError
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def delete(self, *args, **kwargs):
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"""删除数据
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Returns:
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"""
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raise NotImplementedError
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def update(self, *args, **kwargs):
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"""更新数据
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Returns:
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"""
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raise NotImplementedError
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class SqliteORM(BaseORM):
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"""同步sqlite数据库操作"""
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class SqliteORMAdapter(BaseORMAdapter):
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type_map = {
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# default: TEXT
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str : 'TEXT',
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int : 'INTEGER',
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float: 'REAL',
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str: 'TEXT',
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bool : 'INTEGER',
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list : 'TEXT'
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}
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def __init__(self, db, *args, **kwargs):
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super().__init__(*args, **kwargs)
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self.db = sqlite3.connect(db)
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def __init__(self, db_name: str):
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super().__init__()
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self.conn = sqlite3.connect(db_name)
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self.cursor = self.conn.cursor()
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@staticmethod
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def get_model_table_name(model: type(LiteModel) | LiteModel | str) -> str:
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"""获取模型对应的表名"""
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if isinstance(model, str):
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return model
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elif isinstance(model, LiteModel):
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return model.__class__.__name__
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elif isinstance(model, type(LiteModel)):
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return model.__name__
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def auto_migrate(self, *args: LiteModel):
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"""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
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def auto_migrate(self, *args: type(LiteModel) | LiteModel | str, **kwargs):
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"""自动迁移数据库
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Args:
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*args: BaseModel
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**kwargs:
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delete_old_columns: bool = False # 是否删除旧字段
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add_new_columns: bool = True # 添加新字段
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*args:
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Returns:
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"""
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for model in args:
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# 获取模型对应的表名
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table_name = self.get_model_table_name(model)
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# 检测并创建表
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self.cursor.execute(f'CREATE TABLE IF NOT EXISTS {model.__name__}(id INTEGER PRIMARY KEY AUTOINCREMENT)')
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# 获取表字段
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self.cursor.execute(f'PRAGMA table_info({model.__name__})')
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table_fields = self.cursor.fetchall()
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table_fields = [field[1] for field in table_fields]
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# 获取表中已有的字段
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existing_columns = set()
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cursor = self.db.execute(f"PRAGMA table_info({table_name})")
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for column_info in cursor.fetchall():
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existing_columns.add(column_info[1])
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# 获取模型字段
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model_fields = model.__dict__.keys()
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# 创建表,如果不存在的话
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self.db.execute(f'CREATE TABLE IF NOT EXISTS {table_name} (id INTEGER PRIMARY KEY AUTOINCREMENT)')
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# 获取模型字段类型
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model_types = [self.type_map.get(type(model.__dict__[field]), 'TEXT') for field in model_fields]
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# 检测模型中的字段并添加新字段,按照类型添加
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for field_name, field_type in model.__annotations__.items():
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if field_name not in existing_columns:
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self.db.execute(f'ALTER TABLE {table_name} ADD COLUMN {field_name} {self.type_map.get(field_type, "TEXT")}')
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# 获取模型字段默认值
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model_defaults = [model.__dict__[field] for field in model_fields]
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# 提交事务
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self.db.commit()
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# 检测新字段
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for field, type_, default in zip(model_fields, model_types, model_defaults):
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if field not in table_fields:
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self.cursor.execute(f'ALTER TABLE {model.__name__} ADD COLUMN {field} {type_} DEFAULT {default}')
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# 检测多余字段
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for field in table_fields:
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if field not in model_fields:
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self.cursor.execute(f'ALTER TABLE {model.__name__} DROP COLUMN {field}')
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self.conn.commit()
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def save(self, *models: LiteModel) -> int:
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"""存储数据
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def save(self, model: LiteModel) -> int:
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"""保存或创建数据,对嵌套模型扁平化处理,加特殊前缀表示为模型,实际储存模型id,嵌套对象单独储存
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Args:
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model: BaseModel
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Returns: id主键
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"""
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# 先检测表是否存在,不存在则创建
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table_name = self.get_model_table_name(model)
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self.db.execute(f'CREATE TABLE IF NOT EXISTS {table_name} (id INTEGER PRIMARY KEY AUTOINCREMENT)')
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models: 数据
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# 构建插入语句
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column_list = []
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Returns:
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id: 数据id,多个数据返回最后一个数据id
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"""
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_id = 0
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for model in models:
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table_name = model.__class__.__name__
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key_list = []
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value_list = []
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for key, value in model.dict().items():
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# 处理外键,添加前缀'$IDFieldName'
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for field, value in model.__dict__.items():
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if isinstance(value, LiteModel):
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# 如果是嵌套模型,先保存嵌套模型
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nested_model_id = self.save(value)
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# 保存嵌套模型的id, 以特殊前缀表示为模型
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column_list.append(f'$id_{key}')
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value_list.append(f'{value.__class__.__name__}_{nested_model_id}')
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elif isinstance(value, list):
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# 如果是列表,先保存列表中的所有嵌套模型,有可能有多种类型的嵌套模型
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# 列表内存'ModelType_ModelId',以特殊前缀表示为模型类型
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nested_model_ids = []
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for nested_model in value:
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nested_model_id = self.save(nested_model)
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nested_model_ids.append(f'{nested_model.__class__.__name__}_{nested_model_id}')
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column_list.append(f'$ids_{key}')
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value_list.append(nested_model_ids)
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columns = ', '.join(column_list)
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placeholders = ', '.join(['?' for _ in value_list])
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values = tuple(value_list)
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print(model.dict())
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print(table_name, columns, placeholders, values)
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# 插入数据
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self.db.execute(f'INSERT INTO {table_name} ({columns}) VALUES ({placeholders})', values)
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self.db.commit()
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return self.db.execute(f'SELECT last_insert_rowid()').fetchone()[0]
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def where(self, model_type: type(LiteModel) | str, conditions: str, *args, objectify: bool = True) -> list[LiteModel]:
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"""查询数据
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Args:
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objectify: bool: 是否将查询结果转换为模型
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model_type: BaseModel
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conditions: str
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*args:
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Returns:
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"""
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table_name = self.get_model_table_name(model_type)
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self.db.execute(f'CREATE TABLE IF NOT EXISTS {table_name} (id INTEGER PRIMARY KEY AUTOINCREMENT)')
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return [self._convert_to_model(model_type, item) for item in self.db.execute(f'SELECT * FROM {table_name} WHERE {conditions}', args).fetchall()]
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def first(self, model_type: type(LiteModel) | str, conditions: str, *args, objectify: bool = True):
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"""查询第一条数据"""
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table_name = self.get_model_table_name(model_type)
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self.db.execute(f'CREATE TABLE IF NOT EXISTS {table_name} (id INTEGER PRIMARY KEY AUTOINCREMENT)')
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return self._convert_to_model(model_type, self.db.execute(f'SELECT * FROM {table_name} WHERE {conditions}', args).fetchone())
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def all(self, model_type: type(LiteModel) | str, objectify: bool = True):
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"""查询所有数据"""
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table_name = self.get_model_table_name(model_type)
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self.db.execute(f'CREATE TABLE IF NOT EXISTS {table_name} (id INTEGER PRIMARY KEY AUTOINCREMENT)')
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return [self._convert_to_model(model_type, item) for item in self.db.execute(f'SELECT * FROM {table_name}').fetchall()]
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def update(self, model_type: type(LiteModel) | str, operation: str, conditions: str, *args):
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"""更新数据
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Args:
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model_type: BaseModel
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operation: str: 更新操作
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conditions: str: 查询条件
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*args:
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Returns:
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"""
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table_name = self.get_model_table_name(model_type)
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self.db.execute(f'CREATE TABLE IF NOT EXISTS {table_name} (id INTEGER PRIMARY KEY AUTOINCREMENT)')
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self.db.execute(f'UPDATE {table_name} SET {operation} WHERE {conditions}', args)
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self.db.commit()
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def _convert_to_model(self, model_type: type(LiteModel), item: tuple) -> LiteModel:
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"""将查询结果转换为模型,处理嵌套模型"""
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# 获取表中已有的字段,再用字段值构建字典
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table_name = self.get_model_table_name(model_type)
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cursor = self.db.execute(f"PRAGMA table_info({table_name})")
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columns = [column_info[1] for column_info in cursor.fetchall()]
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item_dict = dict(zip(columns, item))
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# 遍历字典,处理嵌套模型
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new_item_dict = {}
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for key, value in item_dict.items():
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if key.startswith('$id_'):
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# 处理单个嵌套模型类型时从model_type中获取键
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new_item_dict[key.replace('$id_', '')] = self.first(model_type.__annotations__[key.replace('$id_', '')], 'id = ?', value.split('_')[-1])
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elif key.startswith('$ids_'):
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# 处理多个嵌套模型类型使用eval获取数据库对应索引的键
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new_item_dict[key.replace('$ids_', '')] = [self.first(eval(type_id.split('_')[0]), 'id = ?', type_id.split('_')[-1]) for type_id in value]
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key_list.append(f'$id:{field}')
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value_list.append(f'{value.__class__.__name__}:{self.save(value)}')
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elif isinstance(value, list | tuple | set):
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key_list.append(field)
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value_list.append(json.dumps(value))
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else:
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new_item_dict[key] = value
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key_list.append(field)
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value_list.append(value)
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return model_type(**new_item_dict)
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def flat(self, data: Iterable) -> Any:
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if isinstance(data, dict):
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for k, v in data.items():
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if isinstance(v, dict | list | tuple | set):
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self.flat(v)
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else:
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print(k, v)
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def first(self, model: type(LiteModel), *args, **kwargs):
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self.cursor.execute(f'SELECT * FROM {model.__name__} WHERE {args[0]}', args[1])
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return self.convert2dict(model, self.cursor.fetchone())
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def convert2dict(self, data: dict) -> dict | list:
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"""将模型转换为dict
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Args:
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data: 数据库查询结果
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Returns:
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模型对象
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"""
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for field, value in data.items():
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if field.startswith('$id'):
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# 外键处理
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table_name = value[1:].split('_')[0]
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id_ = value.split('_')[1]
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key_tuple = self.cursor.execute(f'PRAGMA table_info({table_name})').fetchall()
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value_tuple = self.cursor.execute(f'SELECT * FROM {table_name} WHERE id = ?', id_).fetchone()
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field_dict = dict(zip([field[1] for field in key_tuple], value_tuple))
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