Makefile

.PHONY: clean data lint requirements

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# GLOBALS                                                                       #
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PROJECT_DIR := $(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
PROJECT_NAME = ml-challenge-2020
PYTHON_INTERPRETER = python3

ifeq (,$(shell which conda))
HAS_CONDA=False
else
HAS_CONDA=True
endif

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# COMMANDS                                                                      #
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## Install Python Dependencies
requirements: test_environment
	$(PYTHON_INTERPRETER) -m pip install -U pip setuptools wheel
	$(PYTHON_INTERPRETER) -m pip install -r requirements.txt

## Make Dataset
data: requirements
	mkdir -p ./data/interim
	mkdir -p ./data/processed
	$(PYTHON_INTERPRETER) src/data/make_dataset.py data/raw data/processed

## Make Predictions
datasets = ./data/processed/domain_data.parquet \
			./data/processed/item_data.parquet \
			./data/processed/test_dataset_features.parquet \
			./data/processed/train_dataset_features.parquet

predict: $(datasets) activate_environment
	$(PYTHON_INTERPRETER) src/models/predict_model.py data/processed models

## Delete all compiled Python files
clean:
	find . -type f -name "*.py[co]" -delete
	find . -type d -name "__pycache__" -delete

## Lint using flake8
lint:
	flake8 src

## Set up python interpreter environment
create_environment:
ifeq (True,$(HAS_CONDA))
		@echo ">>> Detected conda, creating conda environment."
ifeq (3,$(findstring 3,$(PYTHON_INTERPRETER)))
	conda create --name $(PROJECT_NAME) python=3
else
	conda create --name $(PROJECT_NAME) python=2.7
endif
		@echo ">>> New conda env created. Activate with:\nsource activate $(PROJECT_NAME)"
else
	$(PYTHON_INTERPRETER) -m pip install -q virtualenv
	@bash -c "virtualenv venv -p $(PYTHON_INTERPRETER)"
	@echo ">>> New virtualenv created. Activate with:\nsource ./venv/bin/activate"
endif

activate_environment: create_environment
	@bash -c "source ./venv/bin/activate"

deactivate_environment: create_environment
	@bash -c "deactivate"

## Test python environment is setup correctly
test_environment: activate_environment
	$(PYTHON_INTERPRETER) test_environment.py

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# PROJECT RULES                                                                 #
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# Self Documenting Commands                                                     #
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.DEFAULT_GOAL := help

# Inspired by <http://marmelab.com/blog/2016/02/29/auto-documented-makefile.html>
# sed script explained:
# /^##/:
# 	* save line in hold space
# 	* purge line
# 	* Loop:
# 		* append newline + line to hold space
# 		* go to next line
# 		* if line starts with doc comment, strip comment character off and loop
# 	* remove target prerequisites
# 	* append hold space (+ newline) to line
# 	* replace newline plus comments by `---`
# 	* print line
# Separate expressions are necessary because labels cannot be delimited by
# semicolon; see <http://stackoverflow.com/a/11799865/1968>
.PHONY: help
help:
	@echo "$$(tput bold)Available rules:$$(tput sgr0)"
	@echo
	@sed -n -e "/^## / { \
		h; \
		s/.*//; \
		:doc" \
		-e "H; \
		n; \
		s/^## //; \
		t doc" \
		-e "s/:.*//; \
		G; \
		s/\\n## /---/; \
		s/\\n/ /g; \
		p; \
	}" ${MAKEFILE_LIST} \
	| LC_ALL='C' sort --ignore-case \
	| awk -F '---' \
		-v ncol=$$(tput cols) \
		-v indent=19 \
		-v col_on="$$(tput setaf 6)" \
		-v col_off="$$(tput sgr0)" \
	'{ \
		printf "%s%*s%s ", col_on, -indent, $$1, col_off; \
		n = split($$2, words, " "); \
		line_length = ncol - indent; \
		for (i = 1; i <= n; i++) { \
			line_length -= length(words[i]) + 1; \
			if (line_length <= 0) { \
				line_length = ncol - indent - length(words[i]) - 1; \
				printf "\n%*s ", -indent, " "; \
			} \
			printf "%s ", words[i]; \
		} \
		printf "\n"; \
	}' \
	| more $(shell test $(shell uname) = Darwin && echo '--no-init --raw-control-chars')