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Innovation Lab Project

Prerequisites

Clone the repository with the command git clone --recursive -j8 [url], because it contains submodules used in the repo

Before running the scripts, make sure you have the following dependencies installed in the requirements.txt or you can run poetry install to install them using pypoetry

After this, run poetry shell to create an environment that will contain all the deps you need for the execution of the scripts

Docker usage

Prerequisites

In your computer should be installed Docker.


In the root of the project, type the following terminal command:

sudo docker-compose up -d

Short explanation of the GUI

In the folder il_5safe/gui there is a folder called frontend
Inside that you can find a web application, realized in VueJS (v2)

In the docker-compose.yml there are two principal containers, one that manage the backend (check Dockerfile_backend in the root path), a simple container that executes a Flask python script that creates a route for being called by the frontend (check Dockerfile_frontend).

The docker-compose file pulls the images that are available in the dockerhub storage. If something is wrong or not working, it is recommended to comment the rows 4 and 20 (the images directives), and build again everything on your own computer.

Build

Model trained (prerequisite)

Be sure to download and place the model trained with our custom dataset in the folder il_5safe/resources/weights/yolov5/best_model.pt before the build

How to build the images

Execute the command sudo docker-compose build --no-cache.

Then execute the command sudo docker-compose up -d


Execute the prediction

After the build / docker-compose up command is executed successfully, you can open the frontend interface in the browser via the link http://localhost:8080

Then, the interface will explain you the steps to execute, for example uploading an image and then clicking the prediction button after the model selection

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