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app.py
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# importing libraries
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import streamlit as st
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import google.generativeai as genai
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from dotenv import load_dotenv
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import pdf2image
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from PIL import Image
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import os
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import io
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import base64
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# loading environment variables
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load_dotenv()
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# Google API KEY configuration
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genai.configure(api_key=os.getenv('GOOGLE_API_KEY'))
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# generating response from Gemini API
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def get_gemini_response(input, pdf_content, prompt):
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model = genai.GenerativeModel('gemini-pro-vision')
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response = model.generate_content([input, pdf_content[0],prompt])
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return response.text
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# taking PDF and converting into image format
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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 PDF to image format
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images = pdf2image.convert_from_bytes(uploaded_file.read())
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# content from 1st page
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first_page = images[0]
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# convert to bytes
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img_bytes_arr = io.BytesIO()
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first_page.save(img_bytes_arr, format='JPEG')
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img_bytes_arr = img_bytes_arr.getvalue()
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pdf_parts = [{
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"mime_type": "image/jpeg",
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"data" : base64.b64encode(img_bytes_arr).decode() # encode to base64
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}]
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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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# streamlit application
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st.set_page_config(page_title="ATS Resume Expert")
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st.header("ATS Tracking System")
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input_text = st.text_area("Job Description: ", key="input")
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uploaded_file = st.file_uploader("Upload your resume(PDF)...", type=['pdf'])
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if uploaded_file is not None:
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st.write("PDF Uploaded Successfully")
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# creating buttons
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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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input_prompt1 = """
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You are an experienced Technical Human Resource Manager,your task is to review the provided resume against the job description.
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Please share your professional evaluation on whether the candidate's profile aligns with the role.
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Highlight the strengths and weaknesses of the applicant in relation to the specified job requirements.
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"""
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input_prompt3 = """
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You are an skilled ATS (Applicant Tracking System) scanner with a deep understanding of data science and ATS functionality,
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your task is to evaluate the resume against the provided job description. give me the percentage of match if the resume matches
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the job description. First the output should come as percentage and then keywords missing and last final thoughts.
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"""
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# for submit1
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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(input_prompt1, pdf_content, input_text)
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st.subheader("The Response is")
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st.write(response)
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else:
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st.write("Please upload the resume")
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# for submit3
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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(input_prompt3, pdf_content, input_text)
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st.subheader("The Response is")
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st.write(response)
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else:
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st.write("Please upload the resume")
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