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dvc.lock
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schema: '2.0'
stages:
data_ingestion:
cmd: python src/cnnClassifier/pipeline/stage_01_data_ingestion.py
deps:
- path: config/config.yaml
md5: 3f6dc733e0735665409e293214355568
size: 818
- path: src/cnnClassifier/pipeline/stage_01_data_ingestion.py
md5: b0ff51aae578695575ba98f83c03d86e
size: 914
outs:
- path: artifacts/data_ingestion/Chicken-fecal-images
md5: 9e1f8dd2eae3c29e9d635df89d438ae4.dir
size: 12207807
nfiles: 390
prepare_base_model:
cmd: python src/cnnClassifier/pipeline/stage_02_prepare_base_model.py
deps:
- path: config/config.yaml
md5: 3f6dc733e0735665409e293214355568
size: 818
- path: src/cnnClassifier/pipeline/stage_02_prepare_base_model.py
md5: 5bbb3b3d7f36b28620ae359473f09153
size: 1003
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: 5ef67f8c7bf546d4aa5249d5c4b2c42c.dir
size: 118059248
nfiles: 2
training:
cmd: python src/cnnClassifier/pipeline/stage_03_training.py
deps:
- path: artifacts/data_ingestion/Chicken-fecal-images
md5: 9e1f8dd2eae3c29e9d635df89d438ae4.dir
size: 12207807
nfiles: 390
- path: artifacts/prepare_base_model
hash: md5
md5: 5ef67f8c7bf546d4aa5249d5c4b2c42c.dir
size: 118059248
nfiles: 2
- path: config/config.yaml
md5: 3f6dc733e0735665409e293214355568
size: 818
- path: src/cnnClassifier/components/prepare_callbacks.py
hash: md5
md5: 10c2b80338d446a9aee8b2e1d7189675
size: 1308
- path: src/cnnClassifier/pipeline/stage_03_training.py
md5: 040b50b39a7a78cd8f367c558ebf6dd1
size: 1268
params:
params.yaml:
AUGMENTATION: true
BATCH_SIZE: 16
EPOCHS: 10
IMAGE_SIZE:
- 224
- 224
- 3
outs:
- path: artifacts/training/model.h5
hash: md5
md5: bbfbd59c0a99e4ef6308def685c79887
size: 59340720
evaluation:
cmd: python src/cnnClassifier/pipeline/stage_04_evaluation.py
deps:
- path: artifacts/data_ingestion/Chicken-fecal-images
md5: 9e1f8dd2eae3c29e9d635df89d438ae4.dir
size: 12207807
nfiles: 390
- path: artifacts/training/model.h5
hash: md5
md5: bbfbd59c0a99e4ef6308def685c79887
size: 59340720
- path: config/config.yaml
md5: 3f6dc733e0735665409e293214355568
size: 818
- path: src/cnnClassifier/pipeline/stage_04_evaluation.py
md5: 66a2ec96bccfd0f56597462ebd711819
size: 883
params:
params.yaml:
BATCH_SIZE: 16
IMAGE_SIZE:
- 224
- 224
- 3
outs:
- path: scores.json
hash: md5
md5: 329dff3adf251dabbf5e2a5bf9d038c4
size: 73