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130 lines
3.9 KiB
Python
130 lines
3.9 KiB
Python
import pytest
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from decimal import Decimal
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from pydantic import BaseModel, field_validator
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import instructor
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from .util import models, modes
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class Receipt(BaseModel):
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item: str
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quantity: int
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price: Decimal
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total: Decimal
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@field_validator("price", "total", mode="before")
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@classmethod
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def parse_decimals(cls, v):
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if isinstance(v, (str, float, int)):
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return Decimal(str(v))
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return v
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class Invoice(BaseModel):
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receipts: list[Receipt]
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grand_total: Decimal
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@field_validator("grand_total", mode="before")
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@classmethod
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def parse_grand_total(cls, v):
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if isinstance(v, (str, float, int)):
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return Decimal(str(v))
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return v
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@pytest.mark.parametrize("model", models)
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@pytest.mark.parametrize("mode", modes)
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def test_decimal_extraction(client, model, mode):
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client = instructor.from_provider(f"google/{model}", mode=mode, async_client=False)
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response = client.chat.completions.create(
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model=model,
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messages=[
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{
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"role": "user",
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"content": "I bought 2 apples for $1.50 each and 3 bananas for $0.75 each. Calculate the total.",
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},
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],
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response_model=Invoice,
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)
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assert isinstance(response, Invoice)
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assert len(response.receipts) == 2
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# Check apple receipt
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apple_receipt = next(
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(r for r in response.receipts if "apple" in r.item.lower()), None
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)
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assert apple_receipt is not None
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assert apple_receipt.quantity == 2
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assert isinstance(apple_receipt.price, Decimal)
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assert isinstance(apple_receipt.total, Decimal)
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# Check banana receipt
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banana_receipt = next(
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(r for r in response.receipts if "banana" in r.item.lower()), None
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)
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assert banana_receipt is not None
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assert banana_receipt.quantity == 3
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assert isinstance(banana_receipt.price, Decimal)
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assert isinstance(banana_receipt.total, Decimal)
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# Check grand total
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assert isinstance(response.grand_total, Decimal)
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@pytest.mark.asyncio
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@pytest.mark.parametrize("model", models)
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@pytest.mark.parametrize("mode", modes)
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async def test_decimal_extraction_async(aclient, model, mode):
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aclient = instructor.from_provider(f"google/{model}", mode=mode, async_client=True)
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response = await aclient.chat.completions.create(
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model=model,
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messages=[
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{
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"role": "user",
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"content": "I bought 1 coffee for $4.25 and 1 muffin for $2.75. What's the total?",
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},
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],
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response_model=Invoice,
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)
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assert isinstance(response, Invoice)
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assert len(response.receipts) == 2
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# Check that all decimal fields are proper Decimal instances
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for receipt in response.receipts:
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assert isinstance(receipt.price, Decimal)
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assert isinstance(receipt.total, Decimal)
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assert isinstance(response.grand_total, Decimal)
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class SimpleProduct(BaseModel):
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name: str
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price: Decimal
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@field_validator("price", mode="before")
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@classmethod
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def parse_price(cls, v):
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if isinstance(v, (str, float, int)):
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return Decimal(str(v))
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return v
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@pytest.mark.parametrize("model", models)
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@pytest.mark.parametrize("mode", modes)
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def test_simple_decimal_extraction(client, model, mode):
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"""Test simple decimal extraction to ensure schema conversion works"""
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client = instructor.from_provider(f"google/{model}", mode=mode, async_client=False)
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response = client.chat.completions.create(
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model=model,
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messages=[
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{
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"role": "user",
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"content": "The laptop costs $999.99",
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},
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],
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response_model=SimpleProduct,
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)
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assert isinstance(response, SimpleProduct)
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assert response.name.lower() == "laptop"
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assert isinstance(response.price, Decimal)
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assert response.price == Decimal("999.99")
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