hot-omdena-ai-challenge's Introduction

Mapping Tool for HOT

The directory data needs to be downloaded from Google Drive for testing.

Download data

`data` Directory Structure

.
├───images_v2
│   ├───1
│   ├───2
│   ├───3
│   ├───4
│   └───5
├───inputs_v2
│   ├───1
│   ├───2
│   ├───3
│   ├───4
│   └───5
└───masks_v2
    ├───1
    ├───2
    ├───3
    ├───4
    └───5

`hotlib` Installation

Set up a Conda virtual environment for installing hotlib using environment.yml:
```
conda env create -f environment.yml
```
Activate the virtual environment.
```
conda activate hot
```
Install hotlib from PyPI:
```
pip install hotlib
```

Making Edits to Preprocessing/Inference

Edit in hotlib. In order to test your edit, take the following steps:

Install hotlib package in editable mode:
```
python -m pip install -e hotlib
```

Test it by running:

pip list | grep hotlib

You'll find a path after the version of hotlib:

hotlib                       1.0.33    C:\Users\Tasin\Documents\repos\hot\hotlib

Make an edit to hotlib.
Try running task_1_preprocessing/preprocess.py now. The updated code will be executed.

Custom Virtual Environment

conda create -n hot python=3.8
conda activate hot
conda install -c conda-forge geopandas
pip install pyogrio rasterio tensorflow
pip install -e hotlib