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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
hash: md5
md5: ec9f3ccff184c0e45b5ebc25c3a4befa
size: 580
- path: src/cnnClassifier/pipeline/stage_01_data_ingestion.py
hash: md5
md5: 4698c88a351f424e4cbc08be4983dc65
size: 901
outs:
- path: artifacts/data_ingestion/kidney-ct-scan-image
hash: md5
md5: 37515bb11b289cf75a2f07c53c8cceb9.dir
size: 961115981
nfiles: 7360
prepare_base_model:
cmd: python src/cnnClassifier/pipeline/stage_02_prepare_base_model.py
deps:
- path: config/config.yaml
hash: md5
md5: ec9f3ccff184c0e45b5ebc25c3a4befa
size: 580
- path: src/cnnClassifier/pipeline/stage_02_prepare_base_model.py
hash: md5
md5: dcda6ab50808525add13488e198226c4
size: 923
params:
params.yaml:
CLASSES: 2
IMAGE_SIZE:
- 224
- 224
- 3
INCLUDE_TOP: false
LEARNING_RATE: 0.02
WEIGHTS: imagenet
outs:
- path: artifacts/prepare_base_model
hash: md5
md5: e117009f42fb8b4970832609db0a9bc0.dir
size: 118073464
nfiles: 2
training:
cmd: python src/cnnClassifier/pipeline/stage_03_model_training.py
deps:
- path: artifacts/data_ingestion/kidney-ct-scan-image
hash: md5
md5: 37515bb11b289cf75a2f07c53c8cceb9.dir
size: 961115981
nfiles: 7360
- path: artifacts/prepare_base_model
hash: md5
md5: e117009f42fb8b4970832609db0a9bc0.dir
size: 118073464
nfiles: 2
- path: config/config.yaml
hash: md5
md5: ec9f3ccff184c0e45b5ebc25c3a4befa
size: 580
- path: src/cnnClassifier/pipeline/stage_03_model_training.py
hash: md5
md5: d8fe34cdde40cdf079d30bdfc06235d0
size: 828
params:
params.yaml:
AUGMENTATION: true
BATCH_SIZE: 16
EPOCHS: 3
IMAGE_SIZE:
- 224
- 224
- 3
outs:
- path: artifacts/training/model.h5
hash: md5
md5: be98740637c37c5f05b2c65e48fb902e
size: 59551208
evaluation:
cmd: python src/cnnClassifier/pipeline/stage_04_model_evaluation.py
deps:
- path: artifacts/data_ingestion/kidney-ct-scan-image
hash: md5
md5: 37515bb11b289cf75a2f07c53c8cceb9.dir
size: 961115981
nfiles: 7360
- path: artifacts/training/model.h5
hash: md5
md5: be98740637c37c5f05b2c65e48fb902e
size: 59551208
- path: config/config.yaml
hash: md5
md5: ec9f3ccff184c0e45b5ebc25c3a4befa
size: 580
- path: src/cnnClassifier/pipeline/stage_04_model_evaluation.py
hash: md5
md5: 287feb56442d22b24f1558afbcabc73b
size: 831
params:
params.yaml:
BATCH_SIZE: 16
IMAGE_SIZE:
- 224
- 224
- 3
outs:
- path: scores.json
hash: md5
md5: 7d137422c5db53b0122360c91fcf527e
size: 73