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dvc.yaml
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stages:
data_ingestion:
cmd: python src/marketing_campaign_responses/pipeline/stage_01_data_ingestion.py
deps:
- src/marketing_campaign_responses/pipeline/stage_01_data_ingestion.py
- config/config.yaml
outs:
- artifacts/data_ingestion/data.zip
data_validation:
cmd: python src/marketing_campaign_responses/pipeline/stage_02_data_validation.py
deps:
- src/marketing_campaign_responses/pipeline/stage_02_data_validation.py
- config/config.yaml
outs:
- artifacts/data_validation
data_transformation:
cmd: python src/marketing_campaign_responses/pipeline/stage_03_data_transformation.py
deps:
- src/marketing_campaign_responses/pipeline/stage_03_data_transformation.py
- config/config.yaml
- artifacts/data_ingestion/data.zip
outs:
- artifacts/data_transformation/preprocessor.joblib
- artifacts/data_transformation/train.csv
- artifacts/data_transformation/test.csv
training:
cmd: python src/marketing_campaign_responses/pipeline/stage_04_model_trainer.py
deps:
- src/marketing_campaign_responses/pipeline/stage_04_model_trainer.py
- config/config.yaml
- artifacts/data_ingestion/data.zip
- artifacts/data_transformation/preprocessor.joblib
- artifacts/data_transformation/train.csv
- artifacts/data_transformation/test.csv
outs:
- artifacts/model_trainer/model.joblib
evaluation:
cmd: python src/marketing_campaign_responses/pipeline/stage_05_model_evaluation.py
deps:
- src/marketing_campaign_responses/pipeline/stage_05_model_evaluation.py
- config/config.yaml
- artifacts/data_ingestion/data.zip
- artifacts/data_transformation/preprocessor.joblib
- artifacts/model_trainer/model.joblib
outs:
- artifacts/model_evaluation/metrics.json