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Upload 2 files
Browse files- ats.py +75 -0
- requirements.txt +4 -0
ats.py
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import streamlit as st
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import google.generativeai as genai
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import os
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import PyPDF2 as pdf
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from dotenv import load_dotenv
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import json
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import re
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import ast
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load_dotenv() ## load all our environment variables
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genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
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def get_gemini_repsonse(input):
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model=genai.GenerativeModel('gemini-pro')
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response=model.generate_content(input)
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return response.text
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def input_pdf_text(uploaded_file):
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reader=pdf.PdfReader(uploaded_file)
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text=""
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for page in range(len(reader.pages)):
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page=reader.pages[page]
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text+=str(page.extract_text())
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return text
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#Prompt Template
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input_prompt="""
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Hey Act Like a skilled or very experience ATS(Application Tracking System)
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with a deep understanding of tech field,software engineering,data science ,data analyst
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and big data engineer. Your task is to evaluate the resume based on the given job description.
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You must consider the job market is very competitive and you should provide
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best assistance for improving thr resumes. Assign the percentage Matching based
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on Jd and
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the missing keywords with high accuracy
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resume:{text}
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description:{jd}
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I want the response in one single string having the structure
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{{"JD Match":"%","MissingKeywords:[]","Profile Summary":""}}
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"""
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## streamlit app
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st.title("Applicant Tracking System (ATS)")
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st.text("Improve Your Resume ATS")
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jd=st.text_area("Paste the Job Description")
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uploaded_file=st.file_uploader("Upload Your Resume",type="pdf",help="Please uplaod the pdf")
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submit = st.button("Submit")
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if submit:
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if uploaded_file is not None:
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text=input_pdf_text(uploaded_file)
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response_string=get_gemini_repsonse(input_prompt)
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# Extract JD match percentage
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jd_match = int(re.search(r'"JD Match":"(\d+)%?"', response_string).group(1))
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# Extract missing keywords
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missing_keywords = re.search(r'"MissingKeywords":(.*?)]', response_string).group(1) + ']'
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missing_keywords = eval(missing_keywords) # Convert string representation of list to actual list
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# Extract profile summary
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profile_summary = re.search(r'"Profile Summary":"(.*?)"', response_string).group(1)
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# Streamlit app
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st.title("Resume Evaluation Result")
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st.write("JD Match:", f"{str(jd_match)}%")
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st.write("Missing Keywords:", missing_keywords)
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st.write("Profile Summary:", profile_summary)
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# If JD match percentage is more than 80%, display balloons
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if jd_match >= 80:
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st.balloons()
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requirements.txt
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@@ -0,0 +1,4 @@
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streamlit
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PyPDF2
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google.generativeai
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python-dotenv
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