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schema: '2.0'
stages:
data_ingestion:
cmd: python src/CNNClassifier/pipeline/stage01_dataIngetion.py
deps:
- path: config/config.yaml
hash: md5
md5: 9a1ad71c6c59b4208f1f50f34869d405
size: 787
- path: src/CNNClassifier/pipeline/stage01_dataIngetion.py
hash: md5
md5: 25939ff4d97b8869d02e2c05f14c5f21
size: 880
outs:
- path: artifacts/data_ingestion/Chicken-fecal-images
hash: md5
md5: 9e1f8dd2eae3c29e9d635df89d438ae4.dir
size: 12207807
nfiles: 390
prepare_base_model:
cmd: python src/CNNClassifier/pipeline/stage02_prepare_base_model.py
deps:
- path: config/config.yaml
hash: md5
md5: 9a1ad71c6c59b4208f1f50f34869d405
size: 787
- path: src/CNNClassifier/pipeline/stage02_prepare_base_model.py
hash: md5
md5: b5c1b5f2c4059b53821e3b3f900e05c4
size: 968
params:
params.yaml:
CLASSES: 2
IMAGE_SIZE:
- 224
- 224
- 3
INCLUDE_TOP: false
LEARNING_RATE: 0.01
WEIGHTS: imagenet
outs:
- path: artifacts/prepare_base_model
hash: md5
md5: d4fbca227430107a35ca0d2b1366af24.dir
size: 118073624
nfiles: 2
training:
cmd: python src/CNNClassifier/pipeline/stage03_training.py
deps:
- path: artifacts/data_ingestion/Chicken-fecal-images
hash: md5
md5: 9e1f8dd2eae3c29e9d635df89d438ae4.dir
size: 12207807
nfiles: 390
- path: artifacts/prepare_base_model
hash: md5
md5: d4fbca227430107a35ca0d2b1366af24.dir
size: 118073624
nfiles: 2
- path: config/config.yaml
hash: md5
md5: 9a1ad71c6c59b4208f1f50f34869d405
size: 787
- path: src/CNNClassifier/components/prepare_callbacks.py
hash: md5
md5: 6d0ad888c5a0062c936fdccfc0b20f70
size: 1004
- path: src/CNNClassifier/pipeline/stage03_training.py
hash: md5
md5: 5c2e3d1d1313aabf6f07c309abc38141
size: 1211
params:
params.yaml:
AUGMENTATION: true
BATCH_SIZE: 16
EPOCHS: 1
IMAGE_SIZE:
- 224
- 224
- 3
LEARNING_RATE: 0.01
outs:
- path: artifacts/training/model.h5
hash: md5
md5: 8663f376e468ceb8e590cce879e0cd9e
size: 59147544
evaluation:
cmd: python src/CNNClassifier/pipeline/stage04_evaluation.py
deps:
- path: artifacts/data_ingestion/Chicken-fecal-images
hash: md5
md5: 9e1f8dd2eae3c29e9d635df89d438ae4.dir
size: 12207807
nfiles: 390
- path: artifacts/training/model.h5
hash: md5
md5: 8663f376e468ceb8e590cce879e0cd9e
size: 59147544
- path: config/config.yaml
hash: md5
md5: 9a1ad71c6c59b4208f1f50f34869d405
size: 787
- path: src/CNNClassifier/pipeline/stage04_evaluation.py
hash: md5
md5: 0f8fb8228f99252aa7a922dbf1d740e8
size: 834
params:
params.yaml:
BATCH_SIZE: 16
IMAGE_SIZE:
- 224
- 224
- 3
outs:
- path: scores.json
hash: md5
md5: f5a5019907672232f062799cf99b1d91
size: 55