diff --git a/modules/ml-pipeline/src/pipeline/configs/build_model.yaml b/modules/ml-pipeline/src/pipeline/configs/build_model.yaml index bd684e9..d296e6a 100644 --- a/modules/ml-pipeline/src/pipeline/configs/build_model.yaml +++ b/modules/ml-pipeline/src/pipeline/configs/build_model.yaml @@ -13,6 +13,6 @@ default: output_filepath: ./data/model/allmodels/ problem_type: regression eval_metric: mean_squared_error #mean_absolute_error - time_limit: 180 + time_limit: 4000 presets: medium_quality excluded_model_types: ['KNN', 'RF'] diff --git a/modules/ml-pipeline/src/pipeline/configs/settings.yaml b/modules/ml-pipeline/src/pipeline/configs/settings.yaml index ce7ed2c..9333c46 100644 --- a/modules/ml-pipeline/src/pipeline/configs/settings.yaml +++ b/modules/ml-pipeline/src/pipeline/configs/settings.yaml @@ -21,7 +21,7 @@ default: # data_filepath: s3://retrofit-data-dev/sap_change_model/dataset_with_differencing.parquet # data_filepath: s3://retrofit-data-dev/sap_change_model/floor_area_clean_test.parquet # data_filepath: s3://retrofit-data-dev/sap_change_model/dataset_without_differencing.parquet - data_filepath: s3://retrofit-data-dev/sap_change_model/dataset.parquet + data_filepath: s3://retrofit-data-dev/sap_change_model/dataset_test.parquet train_proportion: 0.9 output_train_filepath: ./data/prepared_data/train.parquet output_test_filepath: ./data/prepared_data/test.parquet diff --git a/modules/ml-pipeline/src/pipeline/dvc.lock b/modules/ml-pipeline/src/pipeline/dvc.lock index c499874..16eb857 100644 --- a/modules/ml-pipeline/src/pipeline/dvc.lock +++ b/modules/ml-pipeline/src/pipeline/dvc.lock @@ -20,7 +20,7 @@ stages: default.feature_processor.feature_processor_config.subsample_seed: 0 default.feature_processor.feature_processor_config.target: SAP_ENDING default.feature_processor.feature_processor_type: dataframe - default.prepare_data.data_filepath: s3://retrofit-data-dev/sap_change_model/dataset.parquet + default.prepare_data.data_filepath: s3://retrofit-data-dev/sap_change_model/dataset_test.parquet default.prepare_data.input_dataclient_type: aws-s3 default.prepare_data.output_dataclient_type: local default.prepare_data.output_test_filepath: ./data/prepared_data/test.parquet @@ -29,8 +29,8 @@ stages: outs: - path: data/prepared_data/ hash: md5 - md5: 9ce5c45722da7fc40491b5a4d00daf9e.dir - size: 33881619 + md5: cd75be9fecff0c647792dd2db648085c.dir + size: 37056053 nfiles: 2 build_model: cmd: python 2_build_model.py @@ -41,8 +41,8 @@ stages: size: 5359 - path: data/prepared_data hash: md5 - md5: 9ce5c45722da7fc40491b5a4d00daf9e.dir - size: 33881619 + md5: cd75be9fecff0c647792dd2db648085c.dir + size: 37056053 nfiles: 2 params: configs/build_model.yaml: @@ -66,13 +66,13 @@ stages: outs: - path: data/model/ hash: md5 - md5: 7bb5156243b4db39349e80a01ffecde4.dir - size: 473398662 + md5: 7a5527f779efcb1a7db068148b6bcc45.dir + size: 422448184 nfiles: 27 - path: metrics/fit_metrics.json hash: md5 - md5: 2bb16ac67de8778fbc08171d562b34d5 - size: 184 + md5: 77790bb9485c04c77125e361921c3774 + size: 225 generate_predictions: cmd: python 3_generate_predictions.py deps: @@ -82,13 +82,13 @@ stages: size: 3028 - path: data/model hash: md5 - md5: 7bb5156243b4db39349e80a01ffecde4.dir - size: 473398662 + md5: 7a5527f779efcb1a7db068148b6bcc45.dir + size: 422448184 nfiles: 27 - path: data/prepared_data hash: md5 - md5: 9ce5c45722da7fc40491b5a4d00daf9e.dir - size: 33881619 + md5: cd75be9fecff0c647792dd2db648085c.dir + size: 37056053 nfiles: 2 params: configs/settings.yaml: @@ -100,8 +100,8 @@ stages: outs: - path: data/predictions/ hash: md5 - md5: 0bb3cf991906953def81c8204cdcfaf0.dir - size: 374532 + md5: 28d2876e6c6d5cc64844ecc1d6ac40b2.dir + size: 346687 nfiles: 1 generate_metrics: cmd: python 4_generate_metrics.py @@ -112,13 +112,13 @@ stages: size: 4487 - path: data/predictions hash: md5 - md5: 0bb3cf991906953def81c8204cdcfaf0.dir - size: 374532 + md5: 28d2876e6c6d5cc64844ecc1d6ac40b2.dir + size: 346687 nfiles: 1 - path: data/prepared_data hash: md5 - md5: 9ce5c45722da7fc40491b5a4d00daf9e.dir - size: 33881619 + md5: cd75be9fecff0c647792dd2db648085c.dir + size: 37056053 nfiles: 2 params: configs/settings.yaml: @@ -128,8 +128,8 @@ stages: outs: - path: metrics/metrics.json hash: md5 - md5: 2e13ae67759a64261d03224f1c0d4bf4 - size: 185 + md5: 7afd04d656dc83ad6aa942d9c63f5b4e + size: 224 startup_cleanup: cmd: python 0_startup_cleanup.py deps: