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from dotenv import load_dotenv |
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load_dotenv() |
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import streamlit as st |
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import os |
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import io |
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import base64 |
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from PIL import Image |
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import pdf2image |
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import google.generativeai as genai |
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genai.configure(api_key=os.getenv("GOOGLE_API_KEY")) |
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def get_gemini_response(input, pdf_content, prompt): |
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try: |
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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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except Exception as e: |
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return f"Error occurred: {str(e)}" |
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def input_pdf_setup(uploaded_file): |
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if uploaded_file is not None: |
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images=pdf2image.convert_from_bytes(uploaded_file.read()) |
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first_page=images[0] |
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img_byte_arr = io.BytesIO() |
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first_page.save(img_byte_arr, format='JPEG') |
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img_byte_arr = img_byte_arr.getvalue() |
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pdf_parts = [ |
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{ |
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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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] |
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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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st.set_page_config(page_title="ATS Resume Expert") |
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st.header("JobFit Resume ATS") |
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input_JD = 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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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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submit4 = st.button("Missing keywords compared to Job description") |
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input_prompt1 = """ |
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You are an experienced Technical Human Resource Manager with wide range of exposure to several prominent Technology fields like |
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Data Science, AI Engineering, Full stack webdevelopment, Devops etc., |
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you will be provided with a summary of resume and a job descrption. |
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your task is to review the provided resume against the provided job description of any one of the job role from the above mentioned technologies. |
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Please make 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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Analyse the qualifications, experience, education and other relevant details of the CV. |
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explain why or whynot the candidate met the fits in the position |
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""" |
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input_prompt2 = """ |
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You are an experienced Technical Human Resource Manager with wide range of exposure to several prominent Technology fields like |
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Data Science, AI Engineering, Full stack webdevelopment, Devops etc., |
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you will be provided with a summary of resume and a job descrption. |
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your task is to scrutinize the provided resume in the light of the provided job description of any one of the job role from the above mentioned technologies. |
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Please make share your professional evaluation on whether the candidate's profile aligns with the role. |
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Analyse if the skills and experties of the candidate aligns well with the requirements and responsibilities of the position |
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in job description provided. |
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Analyse the degree of experties required to perform the tasks in the job efficiently and effectively and |
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check if the candidate posses that degree of experties. |
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Explain how well does the candidate possess the requisite knowledge and skill set? |
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Explain the Areas in which the candidate can improve |
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provide suggestions on the areas where the candidate needs to work further. |
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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 several prominent Technology fields like |
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Data Science, AI Engineering, Full stack webdevelopment, Devops etc., and Deep and amazing ATS functionality, |
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your task is to evaluate the resume against the provided job description of any one of the job role from the above mentioned technologies. |
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give the percentage of match if the resume matches |
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the job description. First the output should come as percentage and then provide the percentage of match with the important feilds |
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like education, experience, technical skills , soft skills etc. |
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""" |
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input_prompt4 = """ |
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You are an experienced Technical Human Resource Manager with wide range of exposure to several prominent Technology fields like |
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Data Science, AI Engineering, Full stack webdevelopment, Devops etc., |
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you will be provided with a summary of resume and a job descrption. |
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your task is to scrutinize the provided resume in the light of the provided job description of any one of the job role from the above mentioned technologies. |
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Please make share your professional evaluation on whether the candidate's profile aligns with the role. |
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Analyse if the skills and experties of the candidate aligns well with the requirements and responsibilities of the position |
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in job description provided. |
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provide the feedback on what are all the important Technical, soft skills and qualities that are missing in the resume. |
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""" |
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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_JD) |
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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 PDF and then click submit") |
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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(input_prompt2, pdf_content, input_JD) |
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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 PDF and then click submit") |
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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_JD) |
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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 PDF and then click submit") |
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elif submit4: |
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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_prompt4, pdf_content, input_JD) |
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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 PDF and then click submit") |