Currently working on a Open Ai based coverletter Generator. The code is as below
import streamlit as st
import io
import os
import openai as ai
from PyPDF2 import PdfReader
ai.api_key = ' '
st.markdown("""
# 📝 AI-Powered Cover Letter Generator
Generate a cover letter. All you need to do is:
1. Upload your resume or copy your resume/experiences
2. Paste a relevant job description
3. Input some other relevant user/job data
"""
)
# radio for upload or copy paste option
res_format = st.radio(
"Do you want to upload or paste your resume/key experience",
('Upload', 'Paste'))
if res_format == 'Upload':
# upload_resume
res_file = st.file_uploader('📁 Upload your resume in pdf format')
if res_file:
pdf_reader = PdfReader(res_file)
# Collect text from pdf
res_text = ""
for page in pdf_reader.pages:
res_text += page.extract_text()
else:
# use the pasted contents instead
res_text = st.text_input('Pasted resume elements')
with st.form('input_form'):
# other inputs
job_desc = st.text_input('Pasted job description')
user_name = st.text_input('Your name')
company = st.text_input('Company name')
manager = st.text_input('Hiring manager')
role = st.text_input('Job title/role')
referral = st.text_input('How did you find out about this opportunity?')
ai_temp = st.number_input('AI Temperature (0.0-1.0) Input how creative the API can be',value=.99)
# submit button
submitted = st.form_submit_button("Generate Cover Letter")
# if the form is submitted run the openai completion
if submitted:
completion = ai.ChatCompletion.create(
#model="gpt-3.5-turbo-16k",
model = "gpt-3.5-turbo",
temperature=ai_temp,
messages = [
{"role": "user", "content" : f"You will need to generate a cover letter based on specific resume and a job description"},
{"role": "user", "content" : f"My resume text: {res_text}"},
{"role": "user", "content" : f"The job description is: {job_desc}"},
{"role": "user", "content" : f"The candidate's name to include on the cover letter: {user_name}"},
{"role": "user", "content" : f"The job title/role : {role}"},
{"role": "user", "content" : f"The hiring manager is: {manager}"},
{"role": "user", "content" : f"How you heard about the opportunity: {referral}"},
{"role": "user", "content" : f"The company to which you are generating the cover letter for: {company}"},
{"role": "user", "content" : f"The cover letter should have three content paragraphs"},
{"role": "user", "content" : f"""
In the first paragraph focus on the following: you will convey who you are, what position you are interested in, and where you heard
about it, and summarize what you have to offer based on the above resume
"""},
{"role": "user", "content" : f"""
In the second paragraph focus on why the candidate is a great fit drawing parallels between the experience included in the resume
and the qualifications on the job description.
"""},
{"role": "user", "content" : f"""
In the 3RD PARAGRAPH: Conclusion
Restate your interest in the organization and/or job and summarize what you have to offer and thank the reader for their time and consideration.
"""},
{"role": "user", "content" : f"""
note that contact information may be found in the included resume text and use and/or summarize specific resume context for the letter
"""},
{"role": "user", "content" : f"Use {user_name} as the candidate"},
{"role": "user", "content" : f"Generate a specific cover letter based on the above. Generate the response and include appropriate spacing between the paragraph text"}
]
)
response_out = completion['choices'][0]['message']['content']
st.write(response_out)
# include an option to download a txt file
st.download_button('Download the cover_letter', response_out)
The code is working, but in place of whatever entries the user is taking like Name, Company, role etc its coming like [Name][Company] etc. Attaching a screenshot for better understanding.
Can anybody please try this code and inform the error. Please suggest solutions
Thanks