APP_NAME=ml_pipeline
PYTHON=.venv/bin/python3
INTERPRETER=/usr/bin/python3
.PHONY: help test


all: run

init: ## create a venv
	$(INTERPRETER) -m venv .venv

run: ## run the pipeline (train)
	$(PYTHON) -m $(APP_NAME) pipeline:train 

data: ## download the mnist data
	$(PYTHON) -m $(APP_NAME) data:download 
	# wget https://pjreddie.com/media/files/mnist_train.csv -O data/mnist_train.csv
	# wget https://pjreddie.com/media/files/mnist_test.csv -O data/mnist_test.csv

test:
	find . -iname "*.py" | entr -c pytest

serve:
	$(PYTHON) -m $(APP_NAME) app:serve

install:
	$(PYTHON) -m pip install -r requirements.txt

help: ## display this help message
	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | sort | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[36m%-30s\033[0m %s\n", $$1, $$2}'