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@@ -4,7 +4,6 @@ from typing import Protocol
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from template_project.application.resume.entity import (
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Resume,
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ResumeEmbeddingId,
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ResumeId,
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ResumePrediction,
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)
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@@ -12,10 +11,6 @@ from template_project.application.user.entity import UserId
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class ResumeDataGateway(Protocol):
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@abstractmethod
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async def get_suitable_resumes(self, embedding_id: ResumeEmbeddingId) -> Sequence[Resume]:
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raise NotImplementedError
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@abstractmethod
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async def load(self, resume_id: ResumeId) -> Resume:
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raise NotImplementedError
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@@ -3,19 +3,20 @@ from collections.abc import Callable
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from Levenshtein import ratio
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from template_project.application.common.unit_of_work import UnitOfWork
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from template_project.application.resume.data_gateway import ResumeDataGateway
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from template_project.application.resume.entity import Resume, ResumeEmbedding, ResumePrediction
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from template_project.application.resume.vector_generator import ResumeEmbeddingVectorGenerator
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from template_project.application.vacancy.data_gateway import VacancyDataGateway
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from template_project.application.vacancy.entity import Vacancy
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def suitable_resumes_key(
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def suitable_vacancies_key(
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resume: Resume,
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) -> Callable[[Resume], bool]:
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def wrapper(suitable_resume: Resume) -> bool:
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) -> Callable[[Vacancy], bool]:
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def wrapper(vacancy: Vacancy) -> bool:
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count_skills = 0
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ratio_skill_sum = 0.0
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for resum_key_skill in resume.key_skills:
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for suitable_resume_key_skill in suitable_resume.key_skills:
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for suitable_resume_key_skill in vacancy.key_skills:
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ratio_skill = ratio(resum_key_skill, suitable_resume_key_skill)
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if ratio_skill != 0:
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count_skills += 1
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@@ -26,7 +27,7 @@ def suitable_resumes_key(
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except ZeroDivisionError:
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matching_skills = 0
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return resume.experience_type == suitable_resume.experience_type and matching_skills >= 50
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return resume.experience_type == vacancy.experience_type and matching_skills >= 50
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return wrapper
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@@ -35,11 +36,11 @@ class ResumeEmbeddingPipeline:
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def __init__(
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self,
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unit_of_work: UnitOfWork,
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resume_data_gateway: ResumeDataGateway,
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vacancy_data_gateway: VacancyDataGateway,
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vector_generator: ResumeEmbeddingVectorGenerator,
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) -> None:
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self.unit_of_work = unit_of_work
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self.resume_data_gateway = resume_data_gateway
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self.vacancy_data_gateway = vacancy_data_gateway
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self.vector_generator = vector_generator
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async def run(
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@@ -50,18 +51,20 @@ class ResumeEmbeddingPipeline:
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position=resume.position,
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about_me=resume.about_me,
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key_skills=resume.key_skills,
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experience_type=resume.experience_type,
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)
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resume_embedding = ResumeEmbedding.factory(
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resume_id=resume.id,
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vector=vector,
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)
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suitable_resumes = await self.resume_data_gateway.get_suitable_resumes(resume_embedding.id)
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suitable_resumes_filtered = sorted(
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suitable_resumes,
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key=suitable_resumes_key(resume),
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suitable_vacancies = await self.vacancy_data_gateway.get_suitable(resume_embedding.vector)
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suitable_vacancies_filtered = sorted(
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suitable_vacancies,
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key=suitable_vacancies_key(resume),
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)
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suitable_resumes = suitable_resumes_filtered[:50]
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suitable_vacancies = suitable_vacancies_filtered[:50]
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# TODO: тут надо сделать отправку в ИИ
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@@ -0,0 +1 @@
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# class ResumePredicition
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@@ -1,13 +1,15 @@
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from abc import abstractmethod
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from typing import Protocol
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from template_project.application.common.enums import ExperienceType
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class ResumeEmbeddingVectorGenerator(Protocol):
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class ResumeEmbeddingVectorGenerator:
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@abstractmethod
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async def generate(
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self,
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position: str,
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about_me: str,
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experience_type: ExperienceType,
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key_skills: list[str],
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) -> list[float]:
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raise NotImplementedError
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@@ -0,0 +1,11 @@
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from abc import abstractmethod
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from collections.abc import Sequence
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from typing import Protocol
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from template_project.application.vacancy.entity import Vacancy
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class VacancyDataGateway(Protocol):
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@abstractmethod
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async def get_suitable(self, vector: list[float]) -> Sequence[Vacancy]:
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raise NotImplementedError
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