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| schema: '2.0' | |
| stages: | |
| data_ingestion: | |
| cmd: python src/kidney_classification/pipeline/stage_01_data_ingestion.py | |
| deps: | |
| - path: config/config.yaml | |
| hash: md5 | |
| md5: 23d61aa500e4da63569da56d61ddb49e | |
| size: 568 | |
| - path: src/kidney_classification/pipeline/stage_01_data_ingestion.py | |
| hash: md5 | |
| md5: 0496157b33ff2c7182935a33c605f461 | |
| size: 955 | |
| outs: | |
| - path: artifacts/data_ingestion/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone | |
| hash: md5 | |
| md5: 47292b3e13804acbce0f2b4ce55edc57.dir | |
| size: 887719156 | |
| nfiles: 5511 | |
| prepare_base_model: | |
| cmd: python src/kidney_classification/pipeline/stage_02_prepare_base_model.py | |
| deps: | |
| - path: config/config.yaml | |
| hash: md5 | |
| md5: 23d61aa500e4da63569da56d61ddb49e | |
| size: 568 | |
| - path: src/kidney_classification/pipeline/stage_02_prepare_base_model.py | |
| hash: md5 | |
| md5: 27f16408dee8b42a215b576052e54bb2 | |
| size: 950 | |
| params: | |
| params.yaml: | |
| CLASSES: 4 | |
| IMAGE_SIZE: | |
| - 150 | |
| - 150 | |
| - 3 | |
| INCLUDE_TOP: false | |
| WEIGHTS: imagenet | |
| outs: | |
| - path: artifacts/prepare_base_model | |
| hash: md5 | |
| md5: 2721c46e50849883acd55e5d4e3dcefb.dir | |
| size: 60010269 | |
| nfiles: 1 | |
| training: | |
| cmd: python src/kidney_classification/pipeline/stage_03_model_training.py | |
| deps: | |
| - path: artifacts/data_ingestion/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone | |
| hash: md5 | |
| md5: ec42dfce2ae993cf49f6d499a389c93e.dir | |
| size: 1661580918 | |
| nfiles: 12446 | |
| - path: artifacts/prepare_base_model | |
| hash: md5 | |
| md5: a4f718a24c253b4e539f7ba2dc9d3442.dir | |
| size: 59997688 | |
| nfiles: 1 | |
| - path: config/config.yaml | |
| hash: md5 | |
| md5: bc47b5f88a0220822ff7921144b69204 | |
| size: 565 | |
| - path: src/kidney_classification/pipeline/stage_03_model_training.py | |
| hash: md5 | |
| md5: cb8342c5c2f23c4d395f299924161231 | |
| size: 941 | |
| params: | |
| params.yaml: | |
| BATCH_SIZE: 32 | |
| EPOCHS: 15 | |
| IMAGE_SIZE: | |
| - 150 | |
| - 150 | |
| - 3 | |
| outs: | |
| - path: artifacts/training/model.h5 | |
| hash: md5 | |
| md5: 17969099556c165c584938f53a3fc085 | |
| size: 62136448 | |
| evaluation: | |
| cmd: python src/kidney_classification/pipeline/stage_04_model_evaluation_with_mlflow.py | |
| deps: | |
| - path: artifacts/data_ingestion/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone | |
| hash: md5 | |
| md5: ec42dfce2ae993cf49f6d499a389c93e.dir | |
| size: 1661580918 | |
| nfiles: 12446 | |
| - path: artifacts/training/model.h5 | |
| hash: md5 | |
| md5: 17969099556c165c584938f53a3fc085 | |
| size: 62136448 | |
| - path: config/config.yaml | |
| hash: md5 | |
| md5: bc47b5f88a0220822ff7921144b69204 | |
| size: 565 | |
| - path: src/kidney_classification/pipeline/stage_04_model_evaluation_with_mlflow.py | |
| hash: md5 | |
| md5: 7c91c2fdf529e4dcf7dec2684eb3d212 | |
| size: 892 | |
| params: | |
| params.yaml: | |
| BATCH_SIZE: 32 | |
| EPOCHS: 15 | |
| IMAGE_SIZE: | |
| - 150 | |
| - 150 | |
| - 3 | |
| outs: | |
| - path: scores.json | |
| hash: md5 | |
| md5: e80b69c44a4cf771b208a549d9e5ae30 | |
| size: 58 | |