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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/cnnClassifier/pipeline/stage_01_data_ingestion_pipeline.py
deps:
- path: config/config.yaml
hash: md5
md5: e84c64e070e34594afa789daca5702fe
size: 535
- path: src/cnnClassifier/pipeline/stage_01_data_ingestion_pipeline.py
hash: md5
md5: 90c7abf8489492aa9023e82caffa6200
size: 696
params:
params.yaml:
TEST_RATIO: 0.2
outs:
- path: artifacts/data_ingestion
hash: md5
md5: 948c09a912aa17ba5f4f2f1073b9ea53.dir
size: 267767953
nfiles: 5625
training:
cmd:
- python src/cnnClassifier/pipeline/stage_02_train_pipeline.py
deps:
- path: artifacts/data_ingestion/test
hash: md5
md5: 5bac76eb4f5dd17bbdfbd735b6653f90.dir
size: 20864292
nfiles: 570
- path: artifacts/data_ingestion/train
hash: md5
md5: 0ce2cee597a1e87fb0eedf5c6c135314.dir
size: 215911065
nfiles: 4500
- path: config/config.yaml
hash: md5
md5: e84c64e070e34594afa789daca5702fe
size: 535
- path: src/cnnClassifier/pipeline/stage_02_train_pipeline.py
hash: md5
md5: 85a3d3b6ba628777b2e430d2023888a2
size: 989
params:
params.yaml:
BATCH_SIZE: 8
CLASSES: 15
CLASS_MODE: categorical
COLOR_MODE: rgb
EPOCHS: 1
FILL_ZEROS: false
HORIZONTAL_FLIP: false
H_SHIFT: 0
IMAGE_SIZE:
- 224
- 224
- 3
INCLUDE_TOP: false
LEARNING_RATE: 0.001
OPTIMIZER: adam
ROTATION_RANGE: 0
SHEAR_RANGE: 0
TEST_RATIO: 0.2
WEIGHTS: imagenet
W_SHIFT: 0
ZOOM_RANGE: 0
outs:
- path: artifacts/training
hash: md5
md5: 9951ec6f3ca0a5294a9c7aed14eb1ff8.dir
size: 205231819
nfiles: 7
evaluation:
cmd: python src/cnnClassifier/pipeline/stage_03_evaluation_pipeline.py
deps:
- path: artifacts/training/model.h5
hash: md5
md5: aec8015121752c255b9521e26cd4d2ec
size: 100947592
- path: config/config.yaml
hash: md5
md5: e84c64e070e34594afa789daca5702fe
size: 535
- path: src/cnnClassifier/pipeline/stage_03_evaluation_pipeline.py
hash: md5
md5: 93c50f016524482b898855ee8391673b
size: 646
params:
params.yaml:
CLASS_MODE: categorical
COLOR_MODE: rgb
IMAGE_SIZE:
- 224
- 224
- 3
outs:
- path: scores.json
hash: md5
md5: 27576dccc93f4c1d63a72af13a249fb8
size: 70