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dvc.lock
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schema: '2.0'
stages:
prepare:
cmd: python project_aisc/src/features/preprocessing.py
deps:
- path: project_aisc/data/raw/garbage_in_50_000.csv
md5: 2c8d079babb0b27b7acc363057267abd
size: 926997
- path: project_aisc/data/raw/supercon.csv
md5: 309b40f4bc9ce53f32f42b63a6cc9463
size: 6718155
- path: project_aisc/src/features/preprocessing.py
md5: 9a2a5aa7ddbec2068fed21a97521729a
size: 3870
params:
project_aisc/config/preprocessing.yaml:
garbagein_data: garbagein.csv
other_data:
- hosono.csv
- ima.csv
padding: 12
problem: regression
seed: 42
supercon_data: supercon.csv
test_split: 0.2
val_split: 0.2
outs:
- path: project_aisc/data/processed/Y_hosono.npy
md5: 8bfed1ee8af8aaa57c1191c4c4aed072
size: 1784
- path: project_aisc/data/processed/hosono.npy
md5: c29fcaba170fbc06257da2ff6767f230
size: 655904
- path: project_aisc/data/processed/ima.npy
md5: fceddb020624f933401538f99bf5c05f
size: 3697184
- path: project_aisc/data/processed/test/X_test.npy
md5: 84142c3aeeb3ac1050290f719f3d2df2
size: 10384832
- path: project_aisc/data/processed/test/Y_test.npy
md5: 1c295f693aaa374a6ea19682313e0083
size: 26352
- path: project_aisc/data/processed/train/X_train.npy
md5: 1c7c17983be64d48859d90e6d59133e0
size: 33222944
- path: project_aisc/data/processed/train/Y_train.npy
md5: 81e09665ed2c7c94971563c1f715aff2
size: 84024
- path: project_aisc/data/processed/val/X_val.npy
md5: 6830134c399138538de39ff49d12a0f3
size: 8306624
- path: project_aisc/data/processed/val/Y_val.npy
md5: 9394279d63a0b2a6306fbe8d180acfe0
size: 21104
train:
cmd: python project_aisc/src/laboratory/train_model.py -model linear regressor
deps:
- path: project_aisc/config/model_config.yaml
md5: 511376c7e30dbd71cc14463a61b9a29d
size: 2326
- path: project_aisc/data/processed/train/X_train.npy
md5: 1c7c17983be64d48859d90e6d59133e0
size: 33222944
- path: project_aisc/data/processed/train/Y_train.npy
md5: 81e09665ed2c7c94971563c1f715aff2
size: 84024
- path: project_aisc/data/processed/val/X_val.npy
md5: 6830134c399138538de39ff49d12a0f3
size: 8306624
- path: project_aisc/data/processed/val/Y_val.npy
md5: 9394279d63a0b2a6306fbe8d180acfe0
size: 21104
- path: project_aisc/src/laboratory/train_model.py
md5: 989dfbb7d37be0667e7efbfd1e919fdb
size: 3801
outs:
- path: active_experiments.json
md5: 83a15d19880584ab0c62dddfa3ce6de2
size: 68
evaluate:
cmd: python project_aisc/src/laboratory/evaluate.py -problem regression --no-save
all
deps:
- path: active_experiments.json
md5: 83a15d19880584ab0c62dddfa3ce6de2
size: 68
- path: project_aisc/data/processed/Y_hosono.npy
md5: 8bfed1ee8af8aaa57c1191c4c4aed072
size: 1784
- path: project_aisc/data/processed/hosono.npy
md5: c29fcaba170fbc06257da2ff6767f230
size: 655904
- path: project_aisc/data/processed/ima.npy
md5: fceddb020624f933401538f99bf5c05f
size: 3697184
- path: project_aisc/src/laboratory/evaluate.py
md5: afcaab1d8e74745dec5fe6fcf74b3beb
size: 5037