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stages:
data_ingestion:
cmd: python src/cnnClassfier/pipeline/stage_01_data_ingestion.py
deps:
- src/cnnClassfier/pipeline/stage_01_data_ingestion.py
- config/config.yaml
outs:
- artifacts/data_ingestion/Chicken-fecal-images
prepare_base_model:
cmd: python src/cnnClassfier/pipeline/stage02_base_model.py
deps:
- src/cnnClassfier/pipeline/stage02_base_model.py
- config/config.yaml
params:
- IMAZE_SIZE
- INCLUDE_TOP
- CLASSES
- WEIGHTS
- LEARNING_RATE
outs:
- artifacts/prepare_base_model
training:
cmd: python src/cnnClassfier/pipeline/stage_03_train.py
deps:
- src/cnnClassfier/pipeline/stage_03_train.py
- src/cnnClassfier/components/callbacks.py
- config/config.yaml
- artifacts/data_ingestion/Chicken-fecal-images
- artifacts/prepare_base_model
params:
- IMAZE_SIZE
- EPOCHS
- BATCH_SIZE
- AUGMENTATION
outs:
- artifacts/training/model.h5
evaluation:
cmd: python src/cnnClassfier/pipeline/stage_04_evaluation.py
deps:
- src/cnnClassfier/pipeline/stage_04_evaluation.py
- config/config.yaml
- artifacts/data_ingestion/Chicken-fecal-images
- artifacts/training/model.h5
params:
- IMAZE_SIZE
- BATCH_SIZE
metrics:
- scores.json:
cache: false
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