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experiment -06 added
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shivpalSW committed Jul 19, 2023
1 parent 4e42f88 commit 624a5e1
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Showing 5 changed files with 8,850 additions and 14,406 deletions.
60 changes: 30 additions & 30 deletions dvc.lock
Original file line number Diff line number Diff line change
Expand Up @@ -21,23 +21,23 @@ stages:
params:
params.yaml:
prepare.seed: 2021
prepare.split: 0.4
prepare.split: 0.2
outs:
- path: artifacts/prepared/test.tsv
md5: f3695f4bb237ef377bad9a1cb967e0a3
size: 9557158
md5: 60c757f3b30604473de7fa775dfc00d9
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- path: artifacts/prepared/train.tsv
md5: a7f8589ecd93eaabc48c06cb861b053d
size: 14329161
md5: 553034c4cf40efc63c99c19fe98610d0
size: 18986541
featurize:
cmd: python src/stage_02_featurization.py --config=configs/config.yaml --params=params.yaml
deps:
- path: artifacts/prepared/test.tsv
md5: f3695f4bb237ef377bad9a1cb967e0a3
size: 9557158
md5: 60c757f3b30604473de7fa775dfc00d9
size: 4899778
- path: artifacts/prepared/train.tsv
md5: a7f8589ecd93eaabc48c06cb861b053d
size: 14329161
md5: 553034c4cf40efc63c99c19fe98610d0
size: 18986541
- path: configs/config.yaml
md5: 28c91b4608db6b4d5754223f44a81a31
size: 453
Expand All @@ -52,21 +52,21 @@ stages:
size: 516
params:
params.yaml:
featurize.max_features: 1000
featurize.ngrams: 4
featurize.max_features: 500
featurize.ngrams: 2
outs:
- path: artifacts/features/test.pkl
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- path: artifacts/features/train.pkl
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size: 6022371
md5: 584c6a13f63ec0f9b32f6630ec7ccd3c
size: 6293251
train:
cmd: python src/stage_03_train.py --config=configs/config.yaml --params=params.yaml
deps:
- path: artifacts/features/train.pkl
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md5: 584c6a13f63ec0f9b32f6630ec7ccd3c
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- path: configs/config.yaml
md5: 28c91b4608db6b4d5754223f44a81a31
size: 453
Expand All @@ -78,22 +78,22 @@ stages:
size: 979
params:
params.yaml:
train.min_split: 8
train.n_est: 50
train.min_split: 6
train.n_est: 100
train.seed: 2021
outs:
- path: artifacts/model/model.pkl
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size: 1561856
md5: 50c6973955e966e21d439a69a07edf5e
size: 4282624
evaluate:
cmd: python src/stage_04_evaluate.py --config=configs/config.yaml
deps:
- path: artifacts/features/test.pkl
md5: ad9204c1561731af2145a5b88566c86d
size: 4038011
md5: 7b002016100891881cdb8f4d5fce3ed6
size: 1614363
- path: artifacts/model/model.pkl
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size: 1561856
md5: 50c6973955e966e21d439a69a07edf5e
size: 4282624
- path: configs/config.yaml
md5: 28c91b4608db6b4d5754223f44a81a31
size: 453
Expand All @@ -105,13 +105,13 @@ stages:
size: 979
outs:
- path: prc.json
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- path: roc.json
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- path: scores.json
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size: 76
run_plots_command:
cmd: dvc plots diff
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REPORTS

metrics

{
"avg_prec": 0.5156097408235842,
"roc_auc": 0.9390736037900937
}

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