Local setup
Developers can run Web-BAMT manually on local machine. In order to do this, follow these steps:
Install Web-BAMT
Install Web-BAMT from here :
git clone https://github.com/ITMO-NSS-team/Web-BAMT
Install backend dependencies
We highly recommend using virtual enviroment.
Install Python >=3.9, <3.11. Then install everything from requirements.txt
:
pip install -r requirements.txt
Install BAMT (special version for web) from here to ../site-packages/bamt
directory of virtual
enviroment:
git clone https://github.com/Roman223/bamt_special
Set up BAMT
Take care of BAMT's config: selbst.ini
. Nodes must be a directory where models of logit nodes store (it can be any directory), Log must be absolute path to log file of BAMT. Default log is inside bamt_special repo, called logging.conf
.
Install frontend dependencies
If npm is not installed, follow instructions .
Move to "frontend" folder and run:
npm config set fetch-retry-mintimeout 2000000
npm config set fetch-retry-maxtimeout 12000000
npm set timeout=10000000
npm install --legacy-peer-deps --loglevel verbose
First run
Add enviroment variables
set FLASK_APP=main.py
Run Web-BAMT API
Move to Web-BAMT folder and run:
flask run
This run a local backend API. You can either run each server in terminal or run it as back process using nohup
:
nohup flask run > log.txt 2>&1 &\
.
Note that frontend and backend must be on different ports. You can use flask run --port=xxxx
to set port for API.
Set up frontend
Open frontend/.env.development
and passed the adress of API, it can be found in output of flask run
(usually http://localhost:5000
).
Run frontend
Move to 'frontend' folder and run:
yarn start
This run a local frontend. You can either run each server in terminal or run it as back process using nohup
the same as API.
Start verification
Front
Go to adress from output of frontend server. There should be an authorization page.
Back
Create and run test.py
with query to API:
import requests
BASE = '<YOUR_API>' # usually http://127.0.0.1:5000
assert requests.get(f"{BASE}/api/htest/health").status_code == 200
print("OK")
Pass custom dataset to Web-BAMT
Go to app/api/experiment/controller.py
and find snippet (52-55):
if case_id == 0:
directory = r"data/hack_processed_with_rf.csv"
elif case_id == 1:
directory = r"data/vk_data.csv"
turn it into something like (don't forget about conditions dataset must meet):
directory = r"data/<YOUR_DATASET.csv>"