resume-experience

Compare a job description to a resume and extract the number of years of relevant work experience from the resume.

RUN APP WITH DOCKER

PRE-REQS

• Docker:

  • https://docs.docker.com/get-docker/

• Docker Compose:

  • https://docs.docker.com/compose/install/

RUNNING THE APP

• Build the app with Docker Compose:

  docker-compose build

• Start the app with Docker Compose:

  docker-compose up

• Build the Docker image:

  docker build -t resume_experience_streamlit -f streamlit.Dockerfile .
  docker build -t resume_experience_ollama -f ollama.Dockerfile .

• Start an individual container:

  docker run --gpus all -p 8501:8501 -v ${PWD}/src/models:/models -v ${PWD}/src:/src:ro resume_experience_streamlit
  docker run --gpus all -p 11434:11434 resume_experience_ollama

RUN APP LOCALLY:

PRE-REQs

• Ollama:

  • https://ollama.com
  • https://python.langchain.com/v0.2/docs/integrations/chat/ollama/
  • Setup section

    ollama pull mistral:v0.3

• poppler:

  • https://poppler.freedesktop.org/

  sudo apt install -y poppler-utils

• tesseract:

  • https://tesseract-ocr.github.io/tessdoc/Installation.html

  sudo apt install tesseract-ocr

• Mistral:

  • Run download_model.py:

  python download_model.py

  • Ensure the mistral model is in the src/models directory:

  ls src/models

• Python packages:

  • Install from requirements.txt:

  pip install -r requirements.txt

RUNNING THE APP

• Start Ollama:

  ollama serve

• Run the app:

  streamlit run main.py

TESTING

• Run the tests:

  cd src
  python -m pytest