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Improve pydantic integration (#384)
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@@ -13,17 +13,18 @@
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from __future__ import annotations
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from typing import List, Literal, Optional, Union
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from typing import List, Literal, Optional, Type, Union
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import numpy as np
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import pandas as pd
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import pyarrow as pa
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from pydantic import BaseModel
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import pydantic
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from .common import VECTOR_COLUMN_NAME
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from .pydantic import LanceModel
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class Query(BaseModel):
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class Query(pydantic.BaseModel):
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"""A Query"""
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vector_column: str = VECTOR_COLUMN_NAME
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@@ -230,6 +231,23 @@ class LanceQueryBuilder:
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)
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return self._table._execute_query(query)
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def to_pydantic(self, model: Type[LanceModel]) -> List[LanceModel]:
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"""Return the table as a list of pydantic models.
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Parameters
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----------
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model: Type[LanceModel]
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The pydantic model to use.
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Returns
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-------
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List[LanceModel]
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"""
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return [
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model(**{k: v for k, v in row.items() if k in model.field_names()})
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for row in self.to_arrow().to_pylist()
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]
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class LanceFtsQueryBuilder(LanceQueryBuilder):
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def to_arrow(self) -> pd.Table:
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