339 lines
12 KiB
Python
339 lines
12 KiB
Python
# -*- coding: utf-8 -*-
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"""
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预定航班工作流（范式）
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"""
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import datetime
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from typing import Any, AsyncGenerator, cast
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from pydantic import BaseModel, Field, field_validator
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from pydantic_ai import (
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Agent,
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ApprovalRequired,
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DeferredToolRequests,
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DeferredToolResults,
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ModelMessage,
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ModelRetry,
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RunContext,
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RunUsage,
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UsageLimits,
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)
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from pydantic_ai.messages import (
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AgentStreamEvent,
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FunctionToolResultEvent,
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PartStartEvent,
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ToolCallPart,
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ToolReturnPart,
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)
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from pydantic_ai.run import AgentRunResult, AgentRunResultEvent
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from application.states.models import (
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NoResult,
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InteractionType,
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Approval,
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)
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from application.workshop.models import (
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DEEPSEEK_V4_FLASH_MODEL,
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DEEPSEEK_V4_FLASH_MODEL_SETTINGS,
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)
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class Flight(BaseModel):
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"""
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航班类
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"""
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number: str = Field(..., description="航班号")
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date: datetime.date = Field(..., description="日期")
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origin_airport_code: str = Field(..., description="出发机场代码")
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destination_airport_code: str = Field(..., description="到达机场代码")
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airfare: int = Field(..., description="机票价格")
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@field_validator("origin_airport_code", "destination_airport_code")
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@classmethod
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def validate_airport_code(cls, airport_code: str) -> str:
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"""校验机场代码"""
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if (
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not airport_code.isalpha()
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or not airport_code.isupper()
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or len(airport_code) != 3
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):
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raise ValueError(f"机场代码须为英文、大写、3位字符串")
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return airport_code
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class Deps(BaseModel):
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"""
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依赖类
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"""
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date: datetime.date = Field(..., description="日期")
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origin_airport_code: str = Field(..., description="出发机场代码")
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destination_airport_code: str = Field(..., description="到达机场代码")
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searched_flights: list[Flight] | None = Field(
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default=None, description="查询到的航班"
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)
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booked_flight: Flight | None = Field(default=None, description="预定到的航班")
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# 主智能体
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agent = Agent[Deps, Flight | NoResult | DeferredToolRequests](
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model=DEEPSEEK_V4_FLASH_MODEL,
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model_settings=DEEPSEEK_V4_FLASH_MODEL_SETTINGS,
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deps_type=Deps,
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output_type=Flight | NoResult | DeferredToolRequests,
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system_prompt=(
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"你的任务是帮助用户查询并预定航班，**必须按照下述步骤执行**：",
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"1. 使用 search_flights 查询满足用户需求的航班；",
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"2. 使用 book_flight 预定航班。若未选择到航班则返回 NoSelectedFlight；",
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),
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)
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# 提取所有航班信息智能体
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extraction_flights_agent = Agent[Deps, list[Flight]](
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model=DEEPSEEK_V4_FLASH_MODEL,
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model_settings=DEEPSEEK_V4_FLASH_MODEL_SETTINGS,
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deps_type=Deps,
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output_type=list[Flight],
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system_prompt=(
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"你的任务是在来源资料中提取所有航班信息，包括航班号、日期、出发机场代码、到达机场代码和机票价格。",
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"其中，出发机场代码和到达机场代码须为英文、大写、3位字符串，例如 San Francisco International Airport (SFO) 的机场代码为 SFO。",
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"若某航班信息不全则跳过该航班，若没有任何航班信息则返回空列表。",
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"禁止编造。",
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),
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)
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# 提取航班号智能体
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extraction_flight_number_agent = Agent[Deps, str | None](
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model=DEEPSEEK_V4_FLASH_MODEL,
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model_settings=DEEPSEEK_V4_FLASH_MODEL_SETTINGS,
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deps_type=Deps,
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output_type=str | None,
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system_prompt=(
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"你的任务是从用户提示词中提取航班号且须在查询到的航班中。",
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"其中，航班号须由英文、数字和短横线组成、大写，例如 SFO-AK123。",
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"若用户提示词中没有航班号则返回 None。",
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"禁止编造。",
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),
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)
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source_material = """
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1. Flight SFO-AK123
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- Price: $350
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- Origin: San Francisco International Airport (SFO)
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- Destination: Ted Stevens Anchorage International Airport (ANC)
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- Date: January 10, 2025
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2. Flight SFO-AK456
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- Price: $370
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- Origin: San Francisco International Airport (SFO)
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- Destination: Fairbanks International Airport (FAI)
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- Date: January 10, 2025
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3. Flight SFO-AK789
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- Price: $400
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- Origin: San Francisco International Airport (SFO)
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- Destination: Juneau International Airport (JNU)
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- Date: January 20, 2025
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4. Flight NYC-LA101
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- Price: $250
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- Origin: San Francisco International Airport (SFO)
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- Destination: Ted Stevens Anchorage International Airport (ANC)
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- Date: January 10, 2025
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5. Flight CHI-MIA202
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- Price: $200
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- Origin: Chicago O'Hare International Airport (ORD)
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- Destination: Miami International Airport (MIA)
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- Date: January 12, 2025
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6. Flight BOS-SEA303
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- Price: $120
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- Origin: Boston Logan International Airport (BOS)
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- Destination: Ted Stevens Anchorage International Airport (ANC)
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- Date: January 12, 2025
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7. Flight DFW-DEN404
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- Price: $150
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- Origin: Dallas/Fort Worth International Airport (DFW)
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- Destination: Denver International Airport (DEN)
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- Date: January 10, 2025
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8. Flight ATL-HOU505
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- Price: $180
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- Origin: Hartsfield-Jackson Atlanta International Airport (ATL)
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- Destination: George Bush Intercontinental Airport (IAH)
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- Date: January 10, 2025
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"""
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@agent.tool(name="查询航班")
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async def search_flights(ctx: RunContext[Deps]) -> list[Flight]:
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"""
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查询航班
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**如何提高提取准确率**
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1. 系统提示词规则约束
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2. 降低模型温度
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3. 输出类型约定和输出模型校验
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4. 业务规则约束（例如，输出不可为空列表）
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**设计工具需先设计业务流程**
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本示例按照 查询航班 -> 推荐航班 -> 预定航班
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"""
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# 提取到的所有航班信息
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extracted_flights = (
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await extraction_flights_agent.run(
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f"来源资料：\n{source_material}",
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deps=ctx.deps,
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usage=ctx.usage,
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usage_limits=UsageLimits(request_limit=10),
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)
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).output
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if not extracted_flights: # 模拟业务规则约束：提取到的所有航班信息不可能为空
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raise ModelRetry(f"提取到的所有航班信息不可能为空")
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# 查询到的航班
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searched_flights = sorted(
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[
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flight
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for flight in extracted_flights
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if flight.date == ctx.deps.date
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and flight.origin_airport_code == ctx.deps.origin_airport_code
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and flight.destination_airport_code == ctx.deps.destination_airport_code
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],
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key=lambda flight: flight.airfare,
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)
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if not searched_flights: # 模拟业务规则约束：查询到的航班不能为空
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raise ModelRetry("查询到的航班不能为空")
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ctx.deps.searched_flights = searched_flights
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return searched_flights
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@agent.tool(
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name="预定航班",
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requires_approval=True,
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)
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async def book_flight(ctx: RunContext[Deps]) -> Flight | NoResult:
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"""
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预定航班
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"""
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if (searched_flights := ctx.deps.searched_flights) is None:
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raise ModelRetry("必须先使用 search_flights 查询航班")
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# 提取到的航班号
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extracted_flight_number = (
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await extraction_flight_number_agent.run(
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f"用户提示词：\n{cast(str, ctx.prompt).upper()}\n查询到的航班：\n{(flight_numbers:= [flight.number for flight in searched_flights])}",
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deps=ctx.deps,
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usage=ctx.usage,
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usage_limits=UsageLimits(request_limit=10),
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)
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).output
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if not extracted_flight_number:
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return NoResult()
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if extracted_flight_number not in flight_numbers:
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raise ModelRetry(f"提取到的航班号 {extracted_flight_number} 不在查询到的航班中")
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# 预定到的航班
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ctx.deps.booked_flight = next(
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flight
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for flight in searched_flights
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if flight.number == extracted_flight_number
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)
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return ctx.deps.booked_flight
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@agent.output_validator
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async def validate_output(
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ctx: RunContext[Deps],
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output: Flight | NoResult | DeferredToolRequests,
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) -> Flight | NoResult | DeferredToolRequests:
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"""
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输出校验
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"""
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if isinstance(output, (NoResult, DeferredToolRequests)):
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return output
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errors = []
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if output.date != ctx.deps.date:
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errors.append(f"航班日期应为 {ctx.deps.date}, 不是 {output.date}")
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if output.origin_airport_code != ctx.deps.origin_airport_code:
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errors.append(
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f"航班出发机场应为 {ctx.deps.origin_airport_code}, 不是 {output.origin_airport_code}"
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)
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if output.destination_airport_code != ctx.deps.destination_airport_code:
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errors.append(
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f"航班到达机场应为 {ctx.deps.destination_airport_code}, 不是 {output.destination_airport_code}"
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)
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if errors:
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raise ModelRetry("\n".join(errors))
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return output
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deps = Deps(
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date=datetime.date(2025, 1, 10),
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origin_airport_code="SFO",
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destination_airport_code="ANC",
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)
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async def run_stream_events(
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deps: Any,
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user_prompt: str,
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message_history: list[ModelMessage],
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usage: RunUsage,
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usage_limits: UsageLimits | None = None,
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deferred_tool_results: DeferredToolResults | None = None,
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) -> AsyncGenerator[
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AgentStreamEvent
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| AgentRunResultEvent[Flight | NoResult | DeferredToolRequests]
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| None,
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]:
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"""
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运行并流式输出事件
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"""
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tool_names = set()
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async with agent.run_stream_events(
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user_prompt=user_prompt,
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deps=deps,
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message_history=message_history,
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usage=usage,
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usage_limits=usage_limits,
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deferred_tool_results=deferred_tool_results,
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) as events:
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async for event in events:
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match event:
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case PartStartEvent(
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part=part,
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):
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match part:
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case ToolCallPart(tool_name=tool_name):
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match tool_name:
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case "查询航班" | "预定航班":
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if tool_name not in tool_names:
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tool_names.add(tool_name)
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yield event
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case FunctionToolResultEvent(part):
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match part:
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case ToolReturnPart(
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tool_name=tool_name,
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content=content,
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):
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match tool_name:
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case "查询航班":
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# 查询到的航班
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searched_flights = cast(list[Flight], content)
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event.part.content = f"已查询到 **{len(searched_flights)}** 班航班：\n\n"
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for searched_flight in searched_flights:
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event.part.content += f"{searched_flight.number} {searched_flight.airfare}$ 于 {searched_flight.date.strftime('%Y-%m-%d')} 从 {searched_flight.origin_airport_code} 到 {searched_flight.destination_airport_code}\n\n"
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yield event
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case "预定航班":
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if isinstance(content, NoResult):
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event.part.content = (
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"未提取到航班号，请检查后重试"
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)
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if isinstance(content, Flight):
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event.part.content = f"已预定航班：\n{content.number} {content.airfare}$ 于 {content.date.strftime('%Y-%m-%d')} 从 {content.origin_airport_code} 到 {content.destination_airport_code}\n"
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yield event
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case AgentRunResultEvent:
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yield event
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