Add testing, improve logging, improve interactive inference

[dhodcz2]

Add Testing, Improve Logging, Improve Interactive Inference

Overview

This pull request introduces enhancements across three major areas: testing, logging, and interactive inference functionality in our application.

Changes Included

• Testing
  • Implemented local and remote testing
  • Local testing uses the GPU for inference and may be run with pytest
  • Remote testing skips the GPU inference which is not available without a paid plan and goes straight from generate to polygonization
  • Remote testing is handled by GitHub actions and is run whenever a pull request or push is made to main
  • Remote testing is currently dependent on 9 MB of .npy files located under tile2net/raster/resources/segmentation/small/256_19_1. This is the simplest solution but because it is 9 MB we may need to work out a different solution such as a test branch that exclusively contains the arrays.
  • We may want to expand our GitHub actions. For simplicity the testing in this pull is just on ubuntu-latest and python 3.11.

  name: Remote Test

on:
  push:
    branches: [main]
  pull_request:
    branches: [main]
  workflow_dispatch:

jobs:
  test:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: '3.11'
          architecture: 'x64'
      - name: Install Dependencies
        run: |
          python -m pip install --upgrade pip
          pip install -r requirements-dev.txt
          pip install .

      - name: Run tests
        run: pytest -s ./tests/test_remote.py

• Logging

  • User can now pass --debug as an argument to get lower-level logging
  • Added more debugger lines
  • Replaced many logx lines with tile2net.logger:

  
   # logx.msg('Model params = {:2.1f}M'.format(num_params / 1000000))
  logger.info('Model params = {:2.1f}M'.format(num_params / 1000000))

- **Interactive Inference Improvements**
  - Raster.inference passes args to commandline:
  `    raster.inference('--remote', '--debug')`

### Testing and Validation
- Both tests passed: the local test with `pytest -s`  and the remote test with `act push -j test` (act is for running github actions locally, not needed once it is on the remote repo.)

Requesting review from: @Mary-h86