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dvc.lock
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schema: '2.0'
stages:
data_split:
cmd: python src/data_split.py
deps:
- path: data/pool_data
hash: md5
md5: 14d187e749ee5614e105741c719fa185.dir
size: 18999874
nfiles: 183
- path: src/data_split.py
hash: md5
md5: 280fa1684c5496fb9f76ff8c96bd2561
size: 1035
params:
params.yaml:
base:
random_seed: 42
data_split:
test_regions:
- REGION_1
outs:
- path: data/test_data
hash: md5
md5: 1bb16eb1219b47a8bf711ade27c476e4.dir
size: 2087761
nfiles: 24
- path: data/train_data
hash: md5
md5: a28a7e4d342c27c1d7ad3c17ec1dfa7a.dir
size: 16905965
nfiles: 158
train:
cmd: python src/train.py
deps:
- path: data/train_data
hash: md5
md5: a28a7e4d342c27c1d7ad3c17ec1dfa7a.dir
size: 16905965
nfiles: 158
- path: src/train.py
hash: md5
md5: 00c331eecc7d9d9abaf65ee6e852c988
size: 2520
params:
params.yaml:
base:
random_seed: 42
train:
valid_pct: 0.1
arch: shufflenet_v2_x2_0
img_size: 256
batch_size: 8
fine_tune_args:
epochs: 8
base_lr: 0.01
outs:
- path: models/model.pkl
hash: md5
md5: 9d032fc00df477716dbb0d61456e50ed
size: 200592
- path: models/model.pth
hash: md5
md5: 4573aa1f42da6201ef691b4d604a096e
size: 164270
evaluate:
cmd: python src/evaluate.py
deps:
- path: data/test_data
hash: md5
md5: 1bb16eb1219b47a8bf711ade27c476e4.dir
size: 2087761
nfiles: 24
- path: models/model.pkl
hash: md5
md5: 9d032fc00df477716dbb0d61456e50ed
size: 200592
- path: src/evaluate.py
hash: md5
md5: 3322a933cb37bcc6680aa145e8832e3c
size: 3354
params:
params.yaml:
base:
random_seed: 42
evaluate:
n_samples_to_save: 10
sagemaker:
cmd: cp models/model.pth sagemaker/code/model.pth && cd sagemaker && tar -cpzf
model.tar.gz code/ && cd .. && mv sagemaker/model.tar.gz . && rm sagemaker/code/model.pth
deps:
- path: models/model.pth
hash: md5
md5: 4573aa1f42da6201ef691b4d604a096e
size: 164270
outs:
- path: model.tar.gz
hash: md5
md5: 7d37b92e78e6c19a4009f2f0e11ccd2d
size: 145254