Python/agent/application/states/database.py

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# -*- coding: utf-8 -*-
"""
数据库状态
"""
from datetime import datetime, timedelta
from random import choices
from dataclasses import asdict
from pydantic_ai import ModelMessage, ModelMessagesTypeAdapter, RunUsage
from pydantic_ai._uuid import uuid7
import reflex as rx
from sqlmodel import Field, JSON, SQLModel, select, update
from application.states.models import (
Conversation,
Message,
MessageType,
Workflow,
usage_dump_json,
usage_validate_json,
workflow_dump_json,
workflow_validate_json,
)
class CaptchaRecord(SQLModel, table=True):
"""
验证码记录
"""
email: str = Field(..., primary_key=True, description="邮箱")
code: str = Field(
default_factory=lambda: "".join(choices("0123456789", k=6)),
primary_key=True,
description="验证码",
)
is_valid: bool = Field(
default=True,
index=True,
description="验证码有效True 表示有效False 表示无效",
)
is_verified: bool = Field(
default=False,
index=True,
description="验证码已核验True 表示已核验False 表示未核验",
)
expired_at: datetime = Field(
default_factory=lambda: datetime.now() + timedelta(minutes=30),
primary_key=True,
description="过期时间",
)
class UserRecord(SQLModel, table=True):
"""
用户记录
"""
id: str = Field(
default_factory=lambda: str(uuid7()),
primary_key=True,
description="用户唯一标识",
)
email: str = Field(..., index=True, description="邮箱")
class ConversationRecord(SQLModel, table=True):
"""
会话记录
"""
id: str = Field(
default_factory=lambda: str(uuid7()),
primary_key=True,
description="会话唯一标识",
)
user_id: str = Field(..., index=True, description="用户唯一标识")
description: str = Field(default="新会话", description="会话描述")
created_at: datetime = Field(
default_factory=datetime.now, description="会话创建时间"
)
is_deleted: bool = Field(
default=False,
index=True,
description="会话已删除True 表示已删除False 表示未删除",
)
usage: str = Field(default="", description="会话使用量")
workflow: str = Field(
default="",
description="会话工作流",
) # 原则上嵌套列表或字典若不涉及查询则以字符串储存
class RunRecord(SQLModel, table=True):
"""
运行记录
"""
id: str = Field(
default_factory=lambda: str(uuid7()),
primary_key=True,
description="运行唯一标识",
)
conversation_id: str = Field(..., index=True, description="会话唯一标识")
new_messages: str = Field(default="", sa_type=JSON, description="新增消息")
class MessageRecord(SQLModel, table=True):
"""
消息记录
"""
id: str = Field(
default_factory=lambda: str(uuid7()),
primary_key=True,
description="消息唯一标识",
)
conversation_id: str = Field(..., index=True, description="会话唯一标识")
type: MessageType = Field(..., description="消息类型")
title: str = Field(default="", description="消息标题")
content: str = Field(default="", description="消息内容")
class DatabaseState(rx.State):
"""
数据库状态
"""
async def create_captcha_record(self, email: str) -> str:
"""
创建验证记录
:param email: 邮箱
:return: 验证码
"""
async with rx.asession() as session:
# 先将该邮箱有效、未核验的验证码记录设置为无效
await session.exec(
update(CaptchaRecord)
.where(
CaptchaRecord.email == email, # type: ignore
CaptchaRecord.is_valid == True, # type: ignore
CaptchaRecord.is_verified == False, # type: ignore
)
.values(is_valid=False)
)
await session.flush()
# 创建验证记录
record = CaptchaRecord(
email=email,
)
session.add(record)
await session.commit()
await session.refresh(record)
return record.code
async def verify_captcha_code(self, email: str, captcha_code: str) -> bool:
"""
核验验证码
:param email: 邮箱
:param code: 验证码
:return: 核验是否成功True 表示核验成功False 表示核验失败
"""
async with rx.asession() as session:
result = await session.exec(
select(CaptchaRecord).where(
CaptchaRecord.email == email,
CaptchaRecord.code == captcha_code,
CaptchaRecord.is_valid == True,
CaptchaRecord.is_verified == False,
CaptchaRecord.expired_at > datetime.now(),
)
)
record = result.first()
if not record:
return False
record.is_verified = True
await session.commit()
await session.refresh(record)
return True
async def create_user_record(self, email: str) -> str:
"""
创建用户记录
:param email: 邮箱
:return: 用户唯一标识
"""
async with rx.asession() as session:
result = await session.exec(
select(UserRecord).where(UserRecord.email == email)
)
record = result.first()
# 若用户记录已存在则返回用户唯一标识,否则先创建用户记录再返回用户唯一标识
if record:
return record.id
record = UserRecord(email=email)
session.add(record)
await session.commit()
await session.refresh(record)
return record.id
async def get_conversations(self, user_id: str) -> dict[str, Conversation]:
"""
获取当前用户的会话字典
:param user_id: 用户唯一标识
:return: 当前用户的会话字典
"""
conversations: dict[str, Conversation] = {}
async with rx.asession() as session:
result = await session.exec(
select(ConversationRecord, MessageRecord)
.outerjoin(MessageRecord, MessageRecord.conversation_id == ConversationRecord.id) # type: ignore
.where(
ConversationRecord.user_id == user_id,
ConversationRecord.is_deleted == False,
)
.order_by(ConversationRecord.id, MessageRecord.id)
)
for (
conversation_record,
message_record,
) in result.all():
conversation = conversations.setdefault(
conversation_record.id,
Conversation(
id=conversation_record.id,
description=conversation_record.description,
usage=usage_validate_json(
conversation_record.usage
), # 将 conversation_record.usage 由 JSON 字符串反序列化为 RunUsage
created_at=conversation_record.created_at,
workflow=workflow_validate_json(
conversation_record.workflow
), # 将 conversation_record.workflow 由 JSON 字符串反序列化为 Workflow,
),
)
if not message_record:
continue
conversation.messages.setdefault(
message_record.id,
Message(
id=message_record.id,
type=message_record.type,
title=message_record.title,
content=message_record.content,
),
)
return conversations
async def create_conversation_record(self, user_id: str) -> dict[str, Conversation]:
"""
创建会话记录
:param user_id: 用户唯一标识
:return: 会话实例
"""
async with rx.asession() as session:
record = ConversationRecord(user_id=user_id)
session.add(record)
await session.commit()
await session.refresh(record)
return {
record.id: Conversation(
id=record.id,
description=record.description,
usage=usage_validate_json(
record.usage
), # 将 record.usage 由 JSON 字符串反序列化为 RunUsage
messages={}, # 新会话默认消息字典为空
created_at=record.created_at,
)
}
async def update_conversation_record(
self,
conversation_id: str,
description: str | None = None,
is_deleted: bool | None = None,
usage: RunUsage | None = None,
workflow: Workflow | None = None,
) -> None:
"""
更新会话记录
:param conversation_id: 指定会话唯一标识
:param description: 会话描述
:param is_deleted: 会话已删除
:param usage: 使用量
:param workflow: 工作流
:return: None
"""
async with rx.asession() as session:
record = await session.get(ConversationRecord, conversation_id)
if not record:
return
if isinstance(description, str):
record.description = description
if isinstance(is_deleted, bool):
record.is_deleted = is_deleted
if isinstance(usage, RunUsage):
record.usage = usage_dump_json(
RunUsage(**asdict(usage))
) # 将 RunUsage 序列化为 JSON 字符串
if isinstance(workflow, Workflow):
record.workflow = workflow_dump_json(
Workflow(**asdict(workflow))
) # 将 Workflow 序列化为 JSON 字符串
await session.commit()
async def create_message_record(
self,
conversation_id: str,
message: Message,
) -> dict[str, Message]:
"""
创建消息记录
:param conversation_id: 会话唯一标识
:param message: 消息实例
:return: 消息实例
"""
async with rx.asession() as session:
record = MessageRecord(
id=message.id,
conversation_id=conversation_id,
type=message.type,
title=message.title,
content=message.content,
)
session.add(record)
await session.commit()
await session.refresh(record)
return {message.id: message}
async def create_message_records(
self,
conversation_id: str,
messages: list[Message],
) -> None:
"""
创建消息记录
:param conversation_id: 会话唯一标识
:param message: 消息实例
:return: 消息实例
"""
async with rx.asession() as session:
for message in messages:
record = MessageRecord(
id=message.id,
conversation_id=conversation_id,
type=message.type,
title=message.title,
content=message.content,
)
session.add(record)
await session.commit()
async def get_message_history(self, conversation_id: str) -> list[ModelMessage]:
"""
获取消息历史列表
:param conversation_id: 会话唯一标识
:return: 消息历史
"""
message_history: list[ModelMessage] = []
async with rx.asession() as session:
result = await session.exec(
select(RunRecord)
.where(RunRecord.conversation_id == conversation_id)
.order_by(RunRecord.id)
)
for run in result.all():
message_history.extend(
ModelMessagesTypeAdapter.validate_json(
run.new_messages
) # 将 run.new_messages 由 JSON 字符串反序列化为 List[ModelMessage]
)
return message_history
async def create_run_record(
self,
conversation_id: str,
new_messages: list[ModelMessage],
) -> None:
"""
创建运行记录
:param conversation_id: 会话唯一标识
:param new_messages: 新增消息
:return: None
"""
async with rx.asession() as session:
session.add(
RunRecord(
conversation_id=conversation_id,
new_messages=ModelMessagesTypeAdapter.dump_json(
new_messages
).decode("utf-8"),
# 将 messages 由 List[ModelMessage] 序列化为 JSON 字符串
)
)
await session.commit()