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src/interview_simulator/__init__.py
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src/interview_simulator/__pycache__/__init__.cpython-312.pyc
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src/interview_simulator/__pycache__/entretient_version_prod.cpython-312.pyc
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src/interview_simulator/entretient_version_prod.py
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import os
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import sys
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import json
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from typing import Dict, List, Any, Annotated
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from typing_extensions import TypedDict
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from langchain_core.messages import AIMessage, SystemMessage, HumanMessage
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from langgraph.graph import StateGraph, START, END
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from langgraph.graph.message import add_messages
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from langchain_openai import ChatOpenAI
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from src.config import read_system_prompt, format_cv
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class State(TypedDict):
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messages: Annotated[list, add_messages]
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class InterviewProcessor:
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def __init__(self, cv_document: Dict[str, Any], job_offer: Dict[str, Any], conversation_history: List[Dict[str, Any]]):
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if not cv_document or 'candidat' not in cv_document:
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raise ValueError("Document CV invalide fourni.")
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if not job_offer:
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raise ValueError("Données de l'offre d'emploi non fournies.")
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self.job_offer = job_offer
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self.cv_data = cv_document['candidat']
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self.conversation_history = conversation_history
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self.llm = self._get_llm()
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self.system_prompt_template = self._load_prompt_template()
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self.graph = self._build_graph()
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def _get_llm(self) -> ChatOpenAI:
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openai_api_key = os.getenv("OPENAI_API_KEY")
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return ChatOpenAI(
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temperature=0.6,
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model_name="gpt-4o-mini",
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api_key=openai_api_key
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)
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def _load_prompt_template(self) -> str:
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return read_system_prompt('prompts/rag_prompt_old.txt')
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def _chatbot_node(self, state: State) -> dict:
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messages = state["messages"]
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formatted_cv_str = format_cv(self.cv_data)
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# Formatage du prompt système
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system_prompt = self.system_prompt_template.format(
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entreprise=self.job_offer.get('entreprise', 'notre entreprise'),
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poste=self.job_offer.get('poste', 'ce poste'),
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mission=self.job_offer.get('mission', 'Non spécifiée'),
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profil_recherche=self.job_offer.get('profil_recherche', 'Non spécifié'),
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competences=self.job_offer.get('competences', 'Non spécifiées'),
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pole=self.job_offer.get('pole', 'Non spécifié'),
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cv=formatted_cv_str
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)
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llm_messages = [SystemMessage(content=system_prompt)] + messages
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response = self.llm.invoke(llm_messages)
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return {"messages": [response]}
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def _build_graph(self) -> any:
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graph_builder = StateGraph(State)
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graph_builder.add_node("chatbot", self._chatbot_node)
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graph_builder.add_edge(START, "chatbot")
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# Le graph se termine toujours après la réponse du chatbot
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graph_builder.add_edge("chatbot", END)
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return graph_builder.compile()
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def run(self, messages: List[Dict[str, Any]]) -> Dict[str, Any]:
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initial_state = self.conversation_history + messages
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return self.graph.invoke({"messages": initial_state})
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