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add pipline
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@@ -1,11 +1,12 @@
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from collections.abc import Sequence
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from typing import override
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from sqlalchemy import select
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from sqlalchemy import label, select
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from sqlalchemy.ext.asyncio import AsyncSession
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from template_project.adapters.data_gateways.tables import vacancy_embedding_table, vacancy_table
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from template_project.application.vacancy.data_gateway import VacancyDataGateway
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from template_project.application.vacancy.data_structure import SuitableVacancy
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from template_project.application.vacancy.entity import Vacancy, VacancyEmbedding
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@@ -14,11 +15,17 @@ class DefaultVacancyDataGateway(VacancyDataGateway):
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self._session = session
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@override
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async def get_suitable(self, vector: list[float]) -> Sequence[Vacancy]:
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async def get_suitable(self, vector: list[float]) -> Sequence[SuitableVacancy]:
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statement = (
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select(Vacancy)
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select(Vacancy, label("resume_similarity", vacancy_embedding_table.c.vector.cosine_distance(vector)))
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.join(VacancyEmbedding, vacancy_embedding_table.c.id == vacancy_table.c.id)
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.where(vacancy_embedding_table.c.vector.cosine_distance(vector) > 0.5)
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)
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result = await self._session.execute(statement)
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return result.scalars().all()
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return [
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SuitableVacancy(
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vacancy=res[0],
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resume_similarity=res[1],
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)
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for res in result.scalars()
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]
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