39 lines
944 B
YAML
39 lines
944 B
YAML
|
stages:
|
||
|
|
data_processing:
|
||
|
|
cmd: python data_processing_dvc.py data/housing_price_dataset.csv
|
||
|
|
deps:
|
||
|
|
- data_processing_dvc.py
|
||
|
|
- data/housing_price_dataset.csv
|
||
|
|
outs:
|
||
|
|
- hp_train.csv
|
||
|
|
- hp_dev.csv
|
||
|
|
- hp_test.csv
|
||
|
|
create_model:
|
||
|
|
cmd: python create_model.py ${create_model.epochs} ${create_model.learning_rate} ${create_model.batch_size}
|
||
|
|
deps:
|
||
|
|
- create_model.py
|
||
|
|
- helper.py
|
||
|
|
- hp_train.csv
|
||
|
|
- hp_dev.csv
|
||
|
|
outs:
|
||
|
|
- hp_model.h5
|
||
|
|
params:
|
||
|
|
- create_model.epochs
|
||
|
|
- create_model.learning_rate
|
||
|
|
- create_model.batch_size
|
||
|
|
evaluate:
|
||
|
|
cmd: python evaluate.py ${evaluate.build_number}
|
||
|
|
deps:
|
||
|
|
- evaluate.py
|
||
|
|
- helper.py
|
||
|
|
- hp_model.h5
|
||
|
|
- hp_test.csv
|
||
|
|
outs:
|
||
|
|
- hp_test_predictions.csv
|
||
|
|
- hp_test_metrics.csv
|
||
|
|
- plot_rmse.png
|
||
|
|
- plot_mae.png
|
||
|
|
- plot_r2.png
|
||
|
|
params:
|
||
|
|
- evaluate.build_number
|