/job-classification-agent

Primary LanguagePython

Job Classification Agent

An OpenAI Assistant that classifies job postings into O*NET 28.3 occupations.

dependencies

This project uses poetry to manage dependencies.

prereqs

  • python 3.12+
  • poetry

installing dependencies

  • run poetry install

environment variables

  • OPENAI_API_KEY - OpenAI API Key
    • created in OpenAI API Portal
    • used in create_vector_store.py, create_assstant.py, and app.py
  • VECTOR_STORE_ID - id of the OpenAI Vector Store
    • example: 'vs_H9I1....5eAC'
    • created in create_vector_store.py
    • used in create_assistant.py
  • ASSISTANT_ID - id of the OpenAI Assistant
    • example: 'asst_EUmb....TUCJ'
    • created in: create_assistant.py
    • used in app.py

scripts

Scripts used to prepare and upload O*NET 28.3 data to an OpenAI Vector Store and create an OpenAI Assistant (v2) that has access to the vector store.

  • prepare_data.py - converts O*NET 28.3 XLSX data into JSON Lines formats for the vector store
  • create_vector_store.py - Creates an OpenAI vector store and loads the processed JSON Lines data into it
  • create_assistant.py - Creates an OpenAI Assistant (v2) with access to the vector store

Streamlit App app.py

  • app.py - Streamlit app to run the Job Classification Assistant

The streamlit app will let users input a job post title & description and will classify that job post into an O*NET occupation.

The assistant can optionally provide an explanation for the classification decision.

command: streamlit run appy.py

Links