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dvc.lock
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dvc.lock
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schema: '2.0'
stages:
data_ingestion:
cmd: python src\lung_cancer_classifier\training_stages\stage_01_data_ingestion.py
deps:
- path: config\config.yaml
hash: md5
md5: 850bb0930ceb0bc258dd6313ee388dcd
size: 788
- path: src\lung_cancer_classifier\training_stages\stage_01_data_ingestion.py
hash: md5
md5: 34127337de80c625e7d2f842ff0468a3
size: 1045
outs:
- path: artifacts\data_ingestion\Chest-CT-Scan-data
hash: md5
md5: 904fa45d934ce879b3b1933dca6cb2f1.dir
size: 49247431
nfiles: 343
prepare_base_model:
cmd: python src\lung_cancer_classifier\training_stages\stage_02_prepare_base_model.py
deps:
- path: config\config.yaml
hash: md5
md5: 850bb0930ceb0bc258dd6313ee388dcd
size: 788
- path: params.yaml
hash: md5
md5: 0214a968c781c259b718f5c9c62f2fe0
size: 172
- path: src\lung_cancer_classifier\training_stages\stage_02_prepare_base_model.py
hash: md5
md5: 158383fc3ecce8fa6e646c2d239b3c6e
size: 1107
params:
params.yaml:
CLASSES: 2
IMAGE_SIZE:
- 224
- 224
- 3
INCLUDE_TOP: false
LEARNING_RATE: 0.001
WEIGHTS: imagenet
outs:
- path: artifacts\prepare_base_model
hash: md5
md5: 60abf63437cbb198eb76cf57513cc244.dir
size: 143527560
nfiles: 2
training:
cmd: python src\lung_cancer_classifier\training_stages\stage_03_model_trainer.py
deps:
- path: artifacts\data_ingestion\Chest-CT-Scan-data
hash: md5
md5: 904fa45d934ce879b3b1933dca6cb2f1.dir
size: 49247431
nfiles: 343
- path: artifacts\prepare_base_model
hash: md5
md5: 60abf63437cbb198eb76cf57513cc244.dir
size: 143527560
nfiles: 2
- path: config\config.yaml
hash: md5
md5: 850bb0930ceb0bc258dd6313ee388dcd
size: 788
- path: params.yaml
hash: md5
md5: 0214a968c781c259b718f5c9c62f2fe0
size: 172
- path: src\lung_cancer_classifier\training_stages\stage_03_model_trainer.py
hash: md5
md5: 1e5bb74f4ea9b0aa3166e0d15e2d242d
size: 1036
params:
params.yaml:
AUGMENTATION: true
BATCH_SIZE: 14
EPOCHS: 50
IMAGE_SIZE:
- 224
- 224
- 3
outs:
- path: artifacts\training\trained_model.h5
hash: md5
md5: 307614e513cf99474909bb1da632406e
size: 136003600
evaluation:
cmd: python src\lung_cancer_classifier\training_stages\stage_04_model_evaluation.py
deps:
- path: artifacts\data_ingestion\Chest-CT-Scan-data
hash: md5
md5: 904fa45d934ce879b3b1933dca6cb2f1.dir
size: 49247431
nfiles: 343
- path: artifacts\training\trained_model.h5
hash: md5
md5: 307614e513cf99474909bb1da632406e
size: 136003600
- path: config\config.yaml
hash: md5
md5: 850bb0930ceb0bc258dd6313ee388dcd
size: 788
- path: params.yaml
hash: md5
md5: 0214a968c781c259b718f5c9c62f2fe0
size: 172
- path: src\lung_cancer_classifier\training_stages\stage_04_model_evaluation.py
hash: md5
md5: e106f69c6d78cb345952e0c9c2be1f3a
size: 1012
params:
params.yaml:
BATCH_SIZE: 14
IMAGE_SIZE:
- 224
- 224
- 3
outs:
- path: scores.json
hash: md5
md5: 841c3e0ad9f85a74955b823656679b5c
size: 58