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dvc.lock
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dvc.lock
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schema: '2.0'
stages:
data_load:
cmd: python stages/data_load.py
deps:
- path: stages/data_load.py
hash: md5
md5: 4716d5647efacbb2a8b61c24c509a6fe
size: 379
params:
params.yaml:
data_load:
dataset: micro
sampling:
enable: true
size: 5
train:
cmd: python stages/train.py
deps:
- path: stages/train.py
hash: md5
md5: a5a1c98ef62db8ceefcfc0104b45fe3a
size: 197
params:
params.yaml:
train:
epochs: 5
evaluate@micro:
cmd: python stages/evaluate.py --config=params.yaml --dataset=micro
deps:
- path: stages/evaluate.py
hash: md5
md5: b63b20abb0ab04a88e1b46b9b16da6fd
size: 1109
params:
params.yaml:
evaluate:
datasets:
- micro
- customer-1
- customer-2
metrics:
- f1
- roc-auc
metrics_dir: metrics
reports_dir: reports
outs:
- path: reports/metrics/metrics_micro.json
hash: md5
md5: 55414754d93cd063b5b1b201480aa3b4
size: 59
evaluate@customer-1:
cmd: python stages/evaluate.py --config=params.yaml --dataset=customer-1
deps:
- path: stages/evaluate.py
hash: md5
md5: b63b20abb0ab04a88e1b46b9b16da6fd
size: 1109
params:
params.yaml:
evaluate:
datasets:
- micro
- customer-1
- customer-2
metrics:
- f1
- roc-auc
metrics_dir: metrics
reports_dir: reports
outs:
- path: reports/metrics/metrics_customer-1.json
hash: md5
md5: 188d15ca6811b7f4f3db3fdc35c1f7c6
size: 57
evaluate@customer-2:
cmd: python stages/evaluate.py --config=params.yaml --dataset=customer-2
deps:
- path: stages/evaluate.py
hash: md5
md5: b63b20abb0ab04a88e1b46b9b16da6fd
size: 1109
params:
params.yaml:
evaluate:
datasets:
- micro
- customer-1
- customer-2
metrics:
- f1
- roc-auc
metrics_dir: metrics
reports_dir: reports
outs:
- path: reports/metrics/metrics_customer-2.json
hash: md5
md5: 387d581a19e50cdbeb315a414a79c80b
size: 57
collect_metrics:
cmd: python stages/collect_metrics.py --config=params.yaml
deps:
- path: reports/metrics
hash: md5
md5: 0157dcc6e5e218a5d441512951b56c41.dir
size: 173
nfiles: 3
- path: stages/collect_metrics.py
hash: md5
md5: 694636e8292d81384c1c866d02eca62b
size: 938
params:
params.yaml:
collect_metrics:
metrics: metrics.json
reports_dir: reports
outs:
- path: reports/metrics.json
hash: md5
md5: 6bfd7004ef4e6c3d5aba92d1b8cf7d12
size: 296