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app.py

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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")

requirements.txt

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+streamlit
+google-generativeai
+python-dotenv
+langchain
+PyPDF2
+pdf2image
+chromadb
+langchain_google_genai