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Browse files
app.py
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import streamlit as st
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from prompt import PROMPT_RESUME_ABOUT, PROMPT_ACCEPTANCE_PERCENTAGE, PROMPT_SKILL_IMPROVEMENTS
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from utils import *
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def main():
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st.set_page_config(
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page_title="Resume (ATS) Review Using Gemini AI",
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page_icon="π",
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layout="wide"
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)
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# st.write(css, unsafe_allow_html=True)
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st.title("Resume (ATS) Review Using Gemini AI π")
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col1, col2 = st.columns([1, 3])
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with col1:
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uploaded_file = st.file_uploader("Please Upload your Resume", type=["pdf"])
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if uploaded_file is None:
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st.warning("Please upload your image")
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else:
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st.success("PDF Uploaded Successfully")
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submit1 = st.button("Tell Me About the Resume")
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submit2 = st.button("How can I Improvise my Skills")
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submit3 = st.button("Percentage match")
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with col2:
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input_text = st.text_area("Job Description:", key= "input")
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with st.spinner('Wait for it...'):
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if submit1:
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if uploaded_file is not None:
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pdf_content = input_pdf_setup(uploaded_file)
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response = get_gemini_response(PROMPT_RESUME_ABOUT, pdf_content, input_text)
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st.subheader("Resume Evaluation:")
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st.write(response)
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elif submit2:
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if uploaded_file is not None:
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pdf_content = input_pdf_setup(uploaded_file)
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response = get_gemini_response(PROMPT_SKILL_IMPROVEMENTS, pdf_content, input_text)
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st.subheader("Skill Improvement Recommendations:")
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st.write(response)
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elif submit3:
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if uploaded_file is not None:
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pdf_content = input_pdf_setup(uploaded_file)
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response = get_gemini_response(PROMPT_ACCEPTANCE_PERCENTAGE, pdf_content, input_text)
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st.subheader("ATS System Evaluation:")
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st.write(response)
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st.success('Done!')
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if __name__ == "__main__":
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main()
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prompt.py
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PROMPT_RESUME_ABOUT = """
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As an experienced Technical HR Manager, assess the candidate's resume against the job description. Provide a detailed analysis:
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1. **Strengths and Weaknesses:**
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- Highlight relevant skills, experience, and qualifications.
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- Identify areas that may need improvement.
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2. **Alignment Feedback:**
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- Offer constructive feedback on how well the resume aligns with role expectations.
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Your thorough assessment guides an informed decision on the candidate's suitability for the position.
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"""
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PROMPT_SKILL_IMPROVEMENTS = """
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As a seasoned Technical HR Manager, guide individuals seeking skill enhancement for a specific technical role. Provide insights on:
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1. **Job-Specific Technical Skills:**
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- Analyze and advise on skills directly related to job requirements.
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2. **Relevant Learning Resources:**
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- Recommend courses and resources aligning with technical needs.
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3. **Customized Skill Development:**
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- Propose personalized plans for skill acquisition and reinforcement.
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Tailor advice to job specifics for targeted skill improvement aligned with career goals.
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"""
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PROMPT_ACCEPTANCE_PERCENTAGE = """
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As an adept ATS scanner, evaluate resumes against job descriptions:
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1. **Percentage of Match:**
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- Calculate alignment percentage between resume and job description.
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2. **Keywords Missing:**
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- Identify and list absent keywords or skills from the job description.
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3. **Final Thoughts:**
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- Provide constructive feedback on strengths and suggestions for improvement.
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Get a comprehensive evaluation with a clear match percentage, identified missing keywords, and valuable insights for both the candidate and the ATS system.
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"""
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utils.py
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import os
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import google.generativeai as genai
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import pdf2image
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import io
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import base64
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from dotenv import load_dotenv
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load_dotenv()
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genai.configure(api_key= os.environ['GOOGLE_API_KEY'])
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def get_gemini_response(prompt, pdf_content, input):
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model = genai.GenerativeModel('gemini-pro-vision')
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data = [prompt]+ pdf_content + [input]
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response = model.generate_content(data)
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return response.text
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def input_pdf_setup(uploaded_file):
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if uploaded_file is not None:
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## Convert the PDF to image
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images=pdf2image.convert_from_bytes(
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uploaded_file.read(),
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poppler_path= os.environ["PATH_POPPLER"]# for windows if resulting error
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)
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# first_page=images[0]
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pdf_parts = []
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for page_num, image in enumerate(images):
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# Convert to bytes
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img_byte_arr = io.BytesIO()
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image.save(img_byte_arr, format='JPEG')
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img_byte_arr = img_byte_arr.getvalue()
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pdf_part = {
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# "page_number": page_num + 1, # Page numbers usually start from 1
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"mime_type": "image/jpeg",
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"data": base64.b64encode(img_byte_arr).decode()
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}
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data = [pdf_part]
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pdf_parts+=data
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return pdf_parts
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else:
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raise FileNotFoundError("No file uploaded")
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