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from dotenv import load_dotenv | |
load_dotenv() | |
import streamlit as st | |
import os | |
import io | |
import base64 | |
from PIL import Image | |
import pdf2image | |
import google.generativeai as genai | |
genai.configure(api_key=os.getenv("GOOGLE_API_KEY")) | |
def get_gemini_response(input, pdf_content, prompt): | |
try: | |
model = genai.GenerativeModel('gemini-pro-vision') | |
response = model.generate_content([input, pdf_content[0], prompt]) | |
return response.text | |
except Exception as e: | |
# Handle specific exceptions here (e.g., ConnectionError, ValueError, etc.) | |
return f"Error occurred: {str(e)}" | |
def input_pdf_setup(uploaded_file): | |
if uploaded_file is not None: | |
## Convert the PDF to image | |
images=pdf2image.convert_from_bytes(uploaded_file.read()) | |
first_page=images[0] | |
# Convert to bytes | |
img_byte_arr = io.BytesIO() | |
first_page.save(img_byte_arr, format='JPEG') | |
img_byte_arr = img_byte_arr.getvalue() | |
pdf_parts = [ | |
{ | |
"mime_type": "image/jpeg", | |
"data": base64.b64encode(img_byte_arr).decode() # encode to base64 | |
} | |
] | |
return pdf_parts | |
else: | |
raise FileNotFoundError("No file uploaded") | |
## Streamlit APP | |
st.set_page_config(page_title="ATS Resume Expert") | |
st.header("JobFit Resume ATS") | |
input_JD = st.text_area("Job Description: ", key='input') | |
uploaded_file = st.file_uploader("Upload your Resume(PDF)...",type=["pdf"]) | |
if uploaded_file is not None: | |
st.write("PDF Uploaded successfully") | |
submit1 = st.button("Tell me about the Resume") | |
submit2 = st.button("How can I improvise my skills") | |
submit3 = st.button("Percentage match") | |
submit4 = st.button("Missing keywords compared to Job description") | |
input_prompt1 = """ | |
You are an experienced Technical Human Resource Manager with wide range of exposure to several prominent Technology fields like | |
Data Science, AI Engineering, Full stack webdevelopment, Devops etc., | |
you will be provided with a summary of resume and a job descrption. | |
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. | |
Please make share your professional evaluation on whether the candidate's profile aligns with the role. | |
Highlight the strengths and weaknesses of the applicant in relation to the specified job requirements. | |
Analyse the qualifications, experience, education and other relevant details of the CV. | |
explain why or whynot the candidate met the fits in the position | |
""" | |
input_prompt2 = """ | |
You are an experienced Technical Human Resource Manager with wide range of exposure to several prominent Technology fields like | |
Data Science, AI Engineering, Full stack webdevelopment, Devops etc., | |
you will be provided with a summary of resume and a job descrption. | |
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. | |
Please make share your professional evaluation on whether the candidate's profile aligns with the role. | |
Analyse if the skills and experties of the candidate aligns well with the requirements and responsibilities of the position | |
in job description provided. | |
Analyse the degree of experties required to perform the tasks in the job efficiently and effectively and | |
check if the candidate posses that degree of experties. | |
Explain how well does the candidate possess the requisite knowledge and skill set? | |
Explain the Areas in which the candidate can improve | |
provide suggestions on the areas where the candidate needs to work further. | |
""" | |
input_prompt3 = """ | |
You are an skilled ATS (Applicant Tracking System) scanner with a deep understanding several prominent Technology fields like | |
Data Science, AI Engineering, Full stack webdevelopment, Devops etc., and Deep and amazing ATS functionality, | |
your task is to evaluate the resume against the provided job description of any one of the job role from the above mentioned technologies. | |
give the percentage of match if the resume matches | |
the job description. First the output should come as percentage and then provide the percentage of match with the important feilds | |
like education, experience, technical skills , soft skills etc. | |
""" | |
input_prompt4 = """ | |
You are an experienced Technical Human Resource Manager with wide range of exposure to several prominent Technology fields like | |
Data Science, AI Engineering, Full stack webdevelopment, Devops etc., | |
you will be provided with a summary of resume and a job descrption. | |
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. | |
Please make share your professional evaluation on whether the candidate's profile aligns with the role. | |
Analyse if the skills and experties of the candidate aligns well with the requirements and responsibilities of the position | |
in job description provided. | |
provide the feedback on what are all the important Technical, soft skills and qualities that are missing in the resume. | |
""" | |
if submit1: | |
if uploaded_file is not None: | |
pdf_content = input_pdf_setup(uploaded_file) | |
response = get_gemini_response(input_prompt1, pdf_content, input_JD) | |
st.subheader('The response is ') | |
st.write(response) | |
else: | |
st.write("please upload the resume PDF and then click submit") | |
elif submit2: | |
if uploaded_file is not None: | |
pdf_content = input_pdf_setup(uploaded_file) | |
response = get_gemini_response(input_prompt2, pdf_content, input_JD) | |
st.subheader('The response is ') | |
st.write(response) | |
else: | |
st.write("please upload the resume PDF and then click submit") | |
elif submit3: | |
if uploaded_file is not None: | |
pdf_content = input_pdf_setup(uploaded_file) | |
response = get_gemini_response(input_prompt3, pdf_content, input_JD) | |
st.subheader('The response is ') | |
st.write(response) | |
else: | |
st.write("please upload the resume PDF and then click submit") | |
elif submit4: | |
if uploaded_file is not None: | |
pdf_content = input_pdf_setup(uploaded_file) | |
response = get_gemini_response(input_prompt4, pdf_content, input_JD) | |
st.subheader('The response is ') | |
st.write(response) | |
else: | |
st.write("please upload the resume PDF and then click submit") |