kidney-classifier / dvc.lock
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Deploy KidneyDL CT Scan Classifier
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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: 20cd3ab789ce919b3687442bc4f2ab85
size: 1016
- path: src/cnnClassifier/components/data_ingestion.py
hash: md5
md5: f07cc7fed589b1f7d14a637aa94a0433
size: 1039
- path: src/cnnClassifier/config/configuration.py
hash: md5
md5: d41b12b3ad8d16ad963a9a34118da1ec
size: 2873
- path: src/cnnClassifier/pipeline/stage_01_data_ingestion.py
hash: md5
md5: e501eeb64cda076b3e15b447e55d6463
size: 908
outs:
- path: artifacts/data_ingestion
hash: md5
md5: 86510b1e2ff6da777357ccfdc278e4c8.dir
size: 116493584
nfiles: 466
prepare_base_model:
cmd: python src/cnnClassifier/pipeline/stage_02_prepare_base_model.py
deps:
- path: config/config.yaml
hash: md5
md5: 20cd3ab789ce919b3687442bc4f2ab85
size: 1016
- path: params.yaml
hash: md5
md5: 156a3b540bf80876a34e08b09faaf4fb
size: 151
- path: src/cnnClassifier/components/prepare_base_model.py
hash: md5
md5: 3c5230f332299193cb460420f3ce5057
size: 2063
- path: src/cnnClassifier/config/configuration.py
hash: md5
md5: d41b12b3ad8d16ad963a9a34118da1ec
size: 2873
- path: src/cnnClassifier/pipeline/stage_02_prepare_base_model.py
hash: md5
md5: c886276ae57285dac8969b02bf9077ed
size: 954
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: d761158dc61a51df0233a4d98a02499f.dir
size: 118073624
nfiles: 2
training:
cmd: python src/cnnClassifier/pipeline/stage_03_model_trainer.py
deps:
- path: artifacts/data_ingestion/kidney-ct-scan-image
hash: md5
md5: 33ed59dbe5dec8ce2bb8e489b55203e4.dir
size: 58936381
nfiles: 465
- path: artifacts/prepare_base_model/base_model_updated.h5
hash: md5
md5: 12a1e3ebb90d89346ff2beb4fa21053b
size: 59147544
- path: config/config.yaml
hash: md5
md5: 20cd3ab789ce919b3687442bc4f2ab85
size: 1016
- path: params.yaml
hash: md5
md5: 156a3b540bf80876a34e08b09faaf4fb
size: 151
- path: src/cnnClassifier/components/model_trainer.py
hash: md5
md5: bc19f92e2812f36ba12a7c66730a6e21
size: 2675
- path: src/cnnClassifier/config/configuration.py
hash: md5
md5: d41b12b3ad8d16ad963a9a34118da1ec
size: 2873
- path: src/cnnClassifier/pipeline/stage_03_model_trainer.py
hash: md5
md5: 0951b497a475aac360e1c73b347b2295
size: 885
params:
params.yaml:
AUGMENTATION: true
BATCH_SIZE: 16
EPOCHS: 5
IMAGE_SIZE:
- 224
- 224
- 3
LEARNING_RATE: 0.01
outs:
- path: artifacts/training/model.h5
hash: md5
md5: 87e2a46b9573a6bba1da41192f0dff18
size: 59147544
evaluation:
cmd: python src/cnnClassifier/pipeline/stage_04_model_evaluation.py
deps:
- path: artifacts/training/model.h5
hash: md5
md5: 87e2a46b9573a6bba1da41192f0dff18
size: 59147544
- path: config/config.yaml
hash: md5
md5: 20cd3ab789ce919b3687442bc4f2ab85
size: 1016
- path: src/cnnClassifier/components/model_evaluation_mlflow.py
hash: md5
md5: 4612a6a44af8961549348656ece0c848
size: 2306
- path: src/cnnClassifier/config/configuration.py
hash: md5
md5: d41b12b3ad8d16ad963a9a34118da1ec
size: 2873
- path: src/cnnClassifier/pipeline/stage_04_model_evaluation.py
hash: md5
md5: dff6dc7d6115804b764c98c53f3bbc43
size: 908
params:
params.yaml:
BATCH_SIZE: 16
IMAGE_SIZE:
- 224
- 224
- 3
outs:
- path: scores.json
hash: md5
md5: 1fad9e68e2b1611a3fc59b064c62106e
size: 72