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stages:
data_ingestion:
cmd: python src/kidney_classification/pipeline/stage_01_data_ingestion.py
deps:
- src/kidney_classification/pipeline/stage_01_data_ingestion.py
- config/config.yaml
outs:
- artifacts/data_ingestion/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone
prepare_base_model:
cmd: python src/kidney_classification/pipeline/stage_02_prepare_base_model.py
deps:
- src/kidney_classification/pipeline/stage_02_prepare_base_model.py
- config/config.yaml
params:
- IMAGE_SIZE
- INCLUDE_TOP
- CLASSES
- WEIGHTS
outs:
- artifacts/prepare_base_model
training:
cmd: python src/kidney_classification/pipeline/stage_03_model_training.py
deps:
- src/kidney_classification/pipeline/stage_03_model_training.py
- config/config.yaml
- artifacts/data_ingestion/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone
- artifacts/prepare_base_model
params:
- IMAGE_SIZE
- BATCH_SIZE
- EPOCHS
outs:
- artifacts/training/model.h5
evaluation:
cmd: python src/kidney_classification/pipeline/stage_04_model_evaluation_with_mlflow.py
deps:
- src/kidney_classification/pipeline/stage_04_model_evaluation_with_mlflow.py
- config/config.yaml
- artifacts/data_ingestion/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone
- artifacts/training/model.h5
params:
- IMAGE_SIZE
- BATCH_SIZE
- EPOCHS
metrics:
- scores.json:
cache: false
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