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| /config.local | ||
| /tmp | ||
| /cache |
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| # Add patterns of files dvc should ignore, which could improve | ||
| # the performance. Learn more at | ||
| # https://dvc.org/doc/user-guide/dvcignore |
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,117 @@ | ||
| schema: '2.0' | ||
| stages: | ||
| data_ingestion: | ||
| cmd: python src/cnnClassifier/pipeline/stage_01_data_ingestion.py | ||
| deps: | ||
| - path: config/config.yaml | ||
| hash: md5 | ||
| md5: a9764e833ce576f6efcba23087928d77 | ||
| size: 658 | ||
| - path: src/cnnClassifier/pipeline/stage_01_data_ingestion.py | ||
| hash: md5 | ||
| md5: c01c6884a5df3d9054df342d7d577896 | ||
| size: 918 | ||
| outs: | ||
| - path: artifacts/data_ingestion/seti-sub | ||
| hash: md5 | ||
| md5: ef32db442a5e77a761e24f1e86ae9fca.dir | ||
| size: 324670039 | ||
| nfiles: 630 | ||
| prepare_base_model: | ||
| cmd: python src/cnnClassifier/pipeline/stage_02_prepare_base_model.py | ||
| deps: | ||
| - path: config/config.yaml | ||
| hash: md5 | ||
| md5: a9764e833ce576f6efcba23087928d77 | ||
| size: 658 | ||
| - path: src/cnnClassifier/pipeline/stage_02_prepare_base_model.py | ||
| hash: md5 | ||
| md5: a2214c8ac045002603afaf56b9bdd677 | ||
| size: 1011 | ||
| params: | ||
| params.yaml: | ||
| AUGMENTATION: true | ||
| BATCH_SIZE: 32 | ||
| CLASSES: 7 | ||
| IMAGE_SIZE: | ||
| - 256 | ||
| - 256 | ||
| - 3 | ||
| INCLUDE_TOP: false | ||
| LEARNING_RATE: 0.01 | ||
| WEIGHTS: imagenet | ||
| outs: | ||
| - path: artifacts/prepare_base_model | ||
| hash: md5 | ||
| md5: 74f41e6b2e27a81060ebb71b71f3c6b9.dir | ||
| size: 238292708 | ||
| nfiles: 2 | ||
| model_training: | ||
| cmd: python src/cnnClassifier/pipeline/stage_03_model_training.py | ||
| deps: | ||
| - path: artifacts/data_ingestion/seti-sub | ||
| hash: md5 | ||
| md5: ef32db442a5e77a761e24f1e86ae9fca.dir | ||
| size: 324670039 | ||
| nfiles: 630 | ||
| - path: artifacts/prepare_base_model | ||
| hash: md5 | ||
| md5: 74f41e6b2e27a81060ebb71b71f3c6b9.dir | ||
| size: 238292708 | ||
| nfiles: 2 | ||
| - path: config/config.yaml | ||
| hash: md5 | ||
| md5: a9764e833ce576f6efcba23087928d77 | ||
| size: 658 | ||
| - path: src/cnnClassifier/pipeline/stage_03_model_training.py | ||
| hash: md5 | ||
| md5: aefe6cbf1d4a67f9cbb7eb51f2944389 | ||
| size: 940 | ||
| params: | ||
| params.yaml: | ||
| AUGMENTATION: true | ||
| BATCH_SIZE: 32 | ||
| CLASSES: 7 | ||
| EPOCHS: 1 | ||
| IMAGE_SIZE: | ||
| - 256 | ||
| - 256 | ||
| - 3 | ||
| outs: | ||
| - path: artifacts/model_training/model.keras | ||
| hash: md5 | ||
| md5: 420a56dff3e05daf6f3fdae79c2a745c | ||
| size: 447669227 | ||
| model_evaluation: | ||
| cmd: python src/cnnClassifier/pipeline/stage_04_model_evaluation.py | ||
| deps: | ||
| - path: artifacts/data_ingestion/seti-sub | ||
| hash: md5 | ||
| md5: ef32db442a5e77a761e24f1e86ae9fca.dir | ||
| size: 324670039 | ||
| nfiles: 630 | ||
| - path: artifacts/model_training/model.keras | ||
| hash: md5 | ||
| md5: 420a56dff3e05daf6f3fdae79c2a745c | ||
| size: 447669227 | ||
| - path: config/config.yaml | ||
| hash: md5 | ||
| md5: a9764e833ce576f6efcba23087928d77 | ||
| size: 658 | ||
| - path: src/cnnClassifier/pipeline/stage_04_model_evaluation.py | ||
| hash: md5 | ||
| md5: a13afbdfb7c097aeaa50af416a9e1eee | ||
| size: 1336 | ||
| params: | ||
| params.yaml: | ||
| BATCH_SIZE: 32 | ||
| CLASSES: 7 | ||
| IMAGE_SIZE: | ||
| - 256 | ||
| - 256 | ||
| - 3 | ||
| outs: | ||
| - path: scores.json | ||
| hash: md5 | ||
| md5: ce6fc4eecb123b98930a6d8dd974c51d | ||
| size: 77 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,55 @@ | ||
| stages: | ||
| data_ingestion: | ||
| cmd: python src/cnnClassifier/pipeline/stage_01_data_ingestion.py | ||
| deps: | ||
| - src/cnnClassifier/pipeline/stage_01_data_ingestion.py | ||
| - config/config.yaml | ||
| outs: | ||
| - artifacts/data_ingestion/seti-sub | ||
|
|
||
| prepare_base_model: | ||
| cmd: python src/cnnClassifier/pipeline/stage_02_prepare_base_model.py | ||
| deps: | ||
| - src/cnnClassifier/pipeline/stage_02_prepare_base_model.py | ||
| - config/config.yaml | ||
| params: | ||
| - IMAGE_SIZE | ||
| - INCLUDE_TOP | ||
| - CLASSES | ||
| - WEIGHTS | ||
| - LEARNING_RATE | ||
| - AUGMENTATION | ||
| - BATCH_SIZE | ||
| outs: | ||
| - artifacts/prepare_base_model | ||
|
|
||
| model_training: | ||
| cmd: python src/cnnClassifier/pipeline/stage_03_model_training.py | ||
| deps: | ||
| - src/cnnClassifier/pipeline/stage_03_model_training.py | ||
| - config/config.yaml | ||
| - artifacts/data_ingestion/seti-sub | ||
| - artifacts/prepare_base_model | ||
| params: | ||
| - IMAGE_SIZE | ||
| - EPOCHS | ||
| - BATCH_SIZE | ||
| - AUGMENTATION | ||
| - CLASSES | ||
| outs: | ||
| - artifacts/model_training/model.keras | ||
|
|
||
| model_evaluation: | ||
| cmd: python src/cnnClassifier/pipeline/stage_04_model_evaluation.py | ||
| deps: | ||
| - src/cnnClassifier/pipeline/stage_04_model_evaluation.py | ||
| - config/config.yaml | ||
| - artifacts/data_ingestion/seti-sub | ||
| - artifacts/model_training/model.keras | ||
| params: | ||
| - IMAGE_SIZE | ||
| - BATCH_SIZE | ||
| - CLASSES | ||
| metrics: | ||
| - scores.json: | ||
| cache: false |