ztrimus / job-llm Goto Github PK

• Set Up Project Environment
  • Install Poetry
  • Install Required Python Packages
• Update README file
• Define Optimal System Prompt/Custom Instruction for AI Persona - Job Details Extractor
• Implement Data Extraction (Web Scraping) Functionality for Any URL
• Acquire OpenAI API Key
• Code for ChatGPT Integration
• Code for LLama2 Integration
• Develop Demo Script to Showcase Job Details Extraction Results

• Explore different evaluation metrics for current use-case.
• Implement Jaccard similarity.

Tasks to perform:

• Vector Data Storage
  • Ingestion of data or documents
  • Langchain installation and setup
  • Load data
  • Split the data
  • Create the embeddings
  • Store the chunks in vector store
• Information Retrieval
  • Create embedding of query/prompt
  • Function to retrieve similar embedding from vector store
• Integration this with existing pipeline

Overview of workflow

Build resume based on extracted job description and user's master data

• Craft LLM Prompt for Resume building task.
  • Persona of Job Resume Builder
  • Resume Detail Generator
  • Cover Letter Generator
• Install required dependencies: Jinja2, pdflatex, pyPDF2, etc
• Resume building module
• Cover letter generator module
• Implement relevant functionalities to support above modules
  • Text to pdf: text_to_pdf
  • logger: save_logs
  • measure_execution_time
  • JSON to latex: latex_to_pdf
  • Latex to pdf: & save_latex_as_pdf
  • Clean text from LLM: clean_string
  • Clean resume text for Latex usage: escape_for_latex
• Develop scripts to execute pipeline or workflow of resume generation.
• Format resume.tex.jinja. remove hardcoding using python-jinja syntax for JSON data.

• Do setup change.
• Build code
• Publish as wheel file

• Get API keys
• Write class for integration of Together.ai functionality and api keys

When attempting to use the poetry install command with Python version 3.11.7, the following error is encountered:

The currently activated Python version 3.11.7 is not supported by the project (3.11.6).
Trying to find and use a compatible version.
Python was not found; run without arguments to install from the Microsoft Store, or disable this shortcut from Settings > Manage App Execution Aliases.

Poetry was unable to find a compatible version. If you have one, you can explicitly use it via the "env use" command.

Steps to Reproduce:

1. Activate Python version 3.11.7.
2. Run poetry install command

Fine-tune details with Overleaf

• we can give users the option to edit the LaTeX file generated by the job-llm tool. this can be done by directing the latex file to a third-party application like Overleaf. With Overleaf, users can modify the LaTeX file and compile it into a PDF format.
• Feature: "Edit In Overleaf" Button next to "Download Resume" button.
• Overleaf API: https://www.overleaf.com/devs

Resume Customization Options: Easy to Advanced:

1. Choose sections to include: We can start by offering a multi-select dropdown field in the web app, allowing users to choose which sections of their resume they want to include.
2. Pick and choose content: To provide more control, we can include checkbox options for users in the intermediate resume JSON file. Each checkbox corresponds to a key-value pair generated by the job-llm tool, allowing users to selectively include or exclude specific points in their resume.

• Install streamlit
• Give option to upload User data
• Give option to upload job details
• Button to download Resume
• Button to download Cover letter

• Instead of instructing LLM to generate the entire resume in one go, we will generate each section separately.
• This approach provides leverage in terms of context size and allows for specific section instructions during generation.

TO DO Tasks:

• Craft section-wise prompts
• Enhance resume_builder function