Foxee

This project can be used for training Cuda yolov5 and TensorFlow(yet to be implimented) models. It can also run inference and model evaluation.

requirements

Node js
Python 3.8.5

Installation on local

Python

Use the package manager pip

cd flasklocal
pip install -r requirements.txt --user
python app.py

If you are using a conda environment:

conda install pywin32

Running the account management system on your local machine

cd flaskremote
pip install -r requirements.txt
python app.py

Vue

Test Developement Environment: https://safe-lake-33465.herokuapp.com/#/labelling

For the test Dev env to work properly, you must run the flasklocal python app.py on your computer

cd vue
npm install
npm start

Installing for yolov5 to use GPU

To install PyTorch via pip, and do have a CUDA-capable system

Download Cuda

VERIFICATION

To ensure that PyTorch was installed correctly, we can verify the installation by running sample PyTorch code. Here we will construct a randomly initialized tensor.

import torch
x = torch.rand(5, 3)
print(x)

Additionally, to check if your GPU driver and CUDA is enabled and accessible by PyTorch, run the following commands to return whether or not the CUDA driver is enabled:

import torch
torch.cuda.is_available()

Deploy to Heroku

This will deploy the login server as well as the web interface to Heroku. The local flask application must run on the local machine.

Build

Build the vue project. This will create two folders in the flaskremote folder. These are used for flask to render later on in Heroku.

vuestatic
vuetemplates

npm run build

Set up Heroku

https://devcenter.heroku.com/articles/getting-started-with-python

Change the git origin to your Heroku git (optional)

> git remote -v
heroku  https://git.heroku.com/foxeelogin.git (fetch)
heroku  https://git.heroku.com/foxeelogin.git (push)

> git remote set-url origin [git@your.git.repo.example.com]

Deploy

cd flaskremote
git add .
git commit -m "example deploy"
git push heroku master

Migrate Database

If you made changes to the DB, it needs to be updated in the Heroku Postgres DB as well. Install postgres and make sure the /bin folder is in your system path https://www.enterprisedb.com/downloads/postgres-postgresql-downloads

cd flaskremote
heroku pg:psql
=> (write postgresql here to update tables)
=> ALTER TABLE "Company" ADD COLUMN "CreatedDate" TIMESTAMP;
=> ALTER TABLE "Company" ALTER COLUMN "CreatedDate" SET DEFAULT now();

The app should be now deployed to your Heroku app. Here is the current dev environment: https://foxeelogin.herokuapp.com/app#/login

Deploy to AWS

Make a docker image
Tag the image with your image like "yourdockerusername/yourappname"
push to the hub
go to AWS EC2
https://aws.amazon.com/getting-started/hands-on/deploy-docker-containers/

doctorbryan/Foxee-rd