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alternate build

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Michael Duong 2025-11-05 14:05:06 +00:00
parent f092af0180
commit 37c6824f5f
2 changed files with 28 additions and 25 deletions
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2
modules/ml-pipeline/src/pipeline/configs/build_model.yaml
View file

@ -28,7 +28,7 @@ default:
'GBM': [{'extra_trees': True, 'ag_args': {'name_suffix': 'XT'}}, {}, {'learning_rate': 0.03, 'num_leaves': 128, 'feature_fraction': 0.9, 'min_data_in_leaf': 3, 'ag_args': {'name_suffix': 'Large', 'priority': 0,}}],
# 'GBM': [{}],
'CAT': [{}],
'XGB': [{}],
'XGB': [{}, {'max_depth': 10, 'ag_args': {'name_suffix': 'Deep'}}],
'FASTAI': [{}],
'RF': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
'XT': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],

51
modules/ml-pipeline/src/pipeline/dvc.lock
View file

@ -84,8 +84,8 @@ stages:
outs:
- path: data/prepared_data/
hash: md5
md5: 93be1608a3ac26ad1cc61e03e9eda405.dir
size: 9623159
md5: d74d92498c1641cffe971f6b0634ccb0.dir
size: 9623332
nfiles: 3
build_model:
cmd: python 2_build_model.py
@ -96,8 +96,8 @@ stages:
size: 4820
- path: data/prepared_data
hash: md5
md5: 93be1608a3ac26ad1cc61e03e9eda405.dir
size: 9623159
md5: d74d92498c1641cffe971f6b0634ccb0.dir
size: 9623332
nfiles: 3
params:
configs/build_model.yaml:
@ -148,6 +148,9 @@ stages:
- {}
XGB:
- {}
- max_depth: 10
ag_args:
name_suffix: Deep
FASTAI:
- {}
RF:
@ -198,18 +201,18 @@ stages:
outs:
- path: data/fit_predictions/
hash: md5
md5: 19815d7a7ce972b3fedd470f2166f748.dir
size: 1545546
md5: c9c8140e5a9fe111e5670810a36cd2ef.dir
size: 1545780
nfiles: 1
- path: data/model/
hash: md5
md5: af81d84cb9ec873c8a613c74cbd43259.dir
size: 210837341
nfiles: 31
md5: d9f63a57f146409734cd8f84f707b3d9.dir
size: 233231379
nfiles: 34
- path: metrics/fit_metrics.json
hash: md5
md5: 4ab313ac1c4194dd411aae48a0133805
size: 211
md5: a3d0eefbd5bd873fa0cd42390ac9575a
size: 214
generate_predictions:
cmd: python 3_generate_predictions.py
deps:
@ -219,13 +222,13 @@ stages:
size: 2464
- path: data/model
hash: md5
md5: af81d84cb9ec873c8a613c74cbd43259.dir
size: 210837341
nfiles: 31
md5: d9f63a57f146409734cd8f84f707b3d9.dir
size: 233231379
nfiles: 34
- path: data/prepared_data
hash: md5
md5: 93be1608a3ac26ad1cc61e03e9eda405.dir
size: 9623159
md5: d74d92498c1641cffe971f6b0634ccb0.dir
size: 9623332
nfiles: 3
params:
configs/settings.yaml:
@ -239,8 +242,8 @@ stages:
outs:
- path: data/predictions/
hash: md5
md5: 216bd74b3a26af7201e7cb60822bec30.dir
size: 163454
md5: 95172b679bf045e30fde8b6326780e15.dir
size: 163474
nfiles: 1
generate_metrics:
cmd: python 4_generate_metrics.py
@ -251,13 +254,13 @@ stages:
size: 3484
- path: data/predictions
hash: md5
md5: 216bd74b3a26af7201e7cb60822bec30.dir
size: 163454
md5: 95172b679bf045e30fde8b6326780e15.dir
size: 163474
nfiles: 1
- path: data/prepared_data
hash: md5
md5: 93be1608a3ac26ad1cc61e03e9eda405.dir
size: 9623159
md5: d74d92498c1641cffe971f6b0634ccb0.dir
size: 9623332
nfiles: 3
params:
configs/settings.yaml:
@ -267,8 +270,8 @@ stages:
outs:
- path: metrics/metrics.json
hash: md5
md5: f60c70d023919a9d1e5c0da1b0ec2af5
size: 209
md5: c079b41b1a0033b666f27f99be4e12ef
size: 212
generate_scenerio_metrics:
cmd: python 5_generate_scenarios.py
deps: