all: data train eval

training.csv: prepare_training_data.py training_data_raw.csv
	@echo "Preparing bootstrapped sign text bags..."
	@bash -c 'source .venv/bin/activate && python prepare_training_data.py'

data: training.csv

train: train.py training.csv
	@echo "Training coordinate regressor..."
	@bash -c 'source .venv/bin/activate && python train.py --epochs 50'

eval: eval.py training.csv
	@echo "Evaluating coordinate regressor..."
	@bash -c 'source .venv/bin/activate && python eval.py'

train_frozen_encoder: train.py training.csv
	@echo "Training coordinate head with frozen encoder..."
	@bash -c 'source .venv/bin/activate && python train.py --output-path output_frozen_encoder --freeze-encoder --epochs 50'

eval_frozen_encoder: eval.py training.csv
	@echo "Evaluating frozen-encoder coordinate regressor..."
	@bash -c 'source .venv/bin/activate && python eval.py --model-path output_frozen_encoder --output-file predictions_frozen_encoder.csv --plot-file plots/prediction_map_frozen_encoder.png --scatter-plot-file plots/predicted_vs_actual_frozen_encoder.png'

train_frozen_layers: train.py training.csv
	@echo "Training coordinate regressor with first transformer layers frozen..."
	@bash -c 'source .venv/bin/activate && python train.py --output-path output_frozen_layers --freeze-transformer-layers 4 --epochs 50'

eval_frozen_layers: eval.py training.csv
	@echo "Evaluating frozen-layer coordinate regressor..."
	@bash -c 'source .venv/bin/activate && python eval.py --model-path output_frozen_layers --output-file predictions_frozen_layers.csv --plot-file plots/prediction_map_frozen_layers.png --scatter-plot-file plots/predicted_vs_actual_frozen_layers.png'

lint:
	@echo "Auto-linting files and performing final style checks..."
	@bash -c 'source .venv/bin/activate && isort --profile=black *.py'
	@bash -c 'source .venv/bin/activate && black *.py'
	@bash -c 'source .venv/bin/activate && flake8 --max-line-length=88 --ignore E203 *.py'

clean:
	@echo "Removing generated outputs"
	@rm -rf output/
	@rm -f training.csv predictions.csv

.PHONY: data train eval train_frozen_encoder eval_frozen_encoder train_frozen_layers eval_frozen_layers lint clean all