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Update Job_description_analysis.py
Browse files- Job_description_analysis.py +56 -0
Job_description_analysis.py
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import streamlit as st
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import os
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from dotenv import load_dotenv
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from langchain_community.llms import OpenAI
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from langchain_google_genai import ChatGoogleGenerativeAI
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# Load environment variables
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load_dotenv()
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def analyze_job_description(job_description,model):
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prompt = f"""
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Analyze the following job description and extract the following information:
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- Skills
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- Roles
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- Topics
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- Level of Understanding
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- Difficulty
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Job Description:
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{job_description}
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"""
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if model == "Open AI":
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llm = OpenAI(temperature=0.7, openai_api_key=st.secrets["OPENAI_API_KEY"])
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analysis = llm(prompt)
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elif model == "Gemini":
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llm = ChatGoogleGenerativeAI(model="gemini-pro", google_api_key=st.secrets["GOOGLE_API_KEY"])
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analysis = llm.invoke(prompt)
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analysis = analysis.content
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return analysis
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def app():
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st.title("Job Description Analysis")
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st.header("Select AI:")
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model = st.radio("Model", [ "Gemini","Open AI",])
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st.write("Selected option:", model)
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# Input: Job description
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job_description = st.text_area("Enter Job Description:")
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# Analyze button
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if st.button("Analyze"):
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if job_description:
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# Use the model to analyze the job description
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analysis = analyze_job_description(job_description,model)
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st.write("Analysis:")
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st.text(analysis)
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else:
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st.error("Please enter a job description.")
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