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princevkurien
/
creditcard
connected to https://github.com/pk1308/creditcard.git

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dvc.yaml 3.9 KB
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  1. stages:
    2. 

  2.   data_ingestion:
    3. 

  3.     cmd: python src/CreditCard/components/stage_01_data_ingestion.py --config=params.yaml
    4. 

  4.     deps:
    5. 

  5.       - src/CreditCard/components/stage_01_data_ingestion.py
    6. 

  6.     params:
    7. 

  7.       - training_pipeline_config
    8. 

  8.     outs:
    9. 

  9.       - artifact/Stage00_data_ingestion/raw_data/UCI_Credit_Card.csv
    10. 

  10.       - artifact/Stage00_data_ingestion/ingested_data/test.csv
    11. 

  11.       - artifact/Stage00_data_ingestion/ingested_data/train.csv
    12. 

  12. 

  13.     
    14. 

  14.   data_validation:
    15. 

  15.     cmd: python src/CreditCard/components/stage_02_data_validation.py --config=params.yaml --schema_file=./configs/schema.yaml
    16. 

  16.     deps:
    17. 

  17.       - src/CreditCard/components/stage_02_data_validation.py
    18. 

  18.       - configs/schema.yaml
    19. 

  19.       - artifact/Stage00_data_ingestion/ingested_data/test.csv
    20. 

  20.       - artifact/Stage00_data_ingestion/ingested_data/train.csv
    21. 

  21.     outs:
    22. 

  22.       - artifact/stage02_data_validation/validated_test.pkl
    23. 

  23.       - artifact/stage02_data_validation/validated_train.pkl
    24. 

  24. 

  25.   data_transformation: 
    26. 

  26.     cmd: python src/CreditCard/components/stage_03_data_transformation.py --config=params.yaml --schema_file=./configs/schema.yaml --feature_store=./configs/feature_generator.yaml
    27. 

  27.     deps:
    28. 

  28.       - src/CreditCard/components/stage_03_data_transformation.py
    29. 

  29.       - configs/feature_generator.yaml
    30. 

  30.       - artifact/stage02_data_validation/validated_test.pkl
    31. 

  31.       - artifact/stage02_data_validation/validated_train.pkl
    32. 

  32.     outs:
    33. 

  33.       - artifact/stage03_data_transformation/preprocessing/preprocessing_obj.pkl
    34. 

  34.   
    35. 

  35.   model_trainer:
    36. 

  36.     cmd: python src/CreditCard/components/stage_04_model_trainer.py --config=params.yaml --schema_file=./configs/schema.yaml --model_config=./configs/model_factory.yaml --feature_store=./configs/feature_generator.yaml
    37. 

  37.     deps:
    38. 

  38.       - src/CreditCard/components/stage_04_model_trainer.py
    39. 

  39.       - configs/model_factory.yaml
    40. 

  40.       - artifact/stage03_data_transformation/preprocessing/preprocessing_obj.pkl
    41. 

  41.       - artifact/stage02_data_validation/validated_train.pkl
    42. 

  42.     params:
    43. 

  43.       - model_trainer_config.models
    44. 

  44.     outs:
    45. 

  45.       - artifact/stage04_model_training/best_model/best_model.pkl:
    46. 

  46.           cache : false
    47. 

  47.       - artifact/stage04_model_training/model_eval_reports/model_params.yaml:
    48. 

  48.           cache: false
    49. 

  49.     metrics:
    50. 

  50.       - artifact/stage04_model_training/model_eval_reports/model_report.html:
    51. 

  51.           cache: false
    52. 

  52. 

  53.   model_eval:
    54. 

  54.     cmd : python src/CreditCard/components/stage_05_model_eval.py --feature_store=./configs/feature_generator.yaml --config=params.yaml --schema_file=./configs/schema.yaml --model_config=./configs/model_factory.yaml
    55. 

  55.     deps:
    56. 

  56.       - src/CreditCard/components/stage_05_model_eval.py
    57. 

  57.       - artifact/stage04_model_training/best_model/best_model.pkl
    58. 

  58.       - artifact/stage02_data_validation/validated_test.pkl
    59. 

  59.       - artifact/stage02_data_validation/validated_train.pkl
    60. 

  60.     outs:
    61. 

  61.       - artifact/stage_05_model_evaluation/evaluated_model_dir/model_eval_report.html:
    62. 

  62.           cache: false
    63. 

  63.       - artifact/stage_05_model_evaluation/evaluated_model_dir/evaluated_model.pkl:
    64. 

  64.           cache: false
    65. 

  65.     metrics:
    66. 

  66.         - artifact/stage_05_model_evaluation/evaluated_model_dir/model_eval_report.json:
    67. 

  67.             cache: false
    68. 

  68.   model_pusher:
    69. 

  69.     cmd: python src/CreditCard/components/stage_06_model_pusher.py --feature_store=./configs/feature_generator.yaml --config=params.yaml --schema_file=./configs/schema.yaml --model_config=./configs/model_factory.yaml
    70. 

  70.     deps:
    71. 

  71.       - src/CreditCard/components/stage_06_model_pusher.py
    72. 

  72.       - artifact/stage02_data_validation/validated_train.pkl
    73. 

  73.       - artifact/stage02_data_validation/validated_test.pkl
    74. 

  74.       - artifact/stage_05_model_evaluation/evaluated_model_dir/evaluated_model.pkl
    75. 

  75.     outs:
    76. 

  76.       - artifact/stage_06_model_pusher/Model_eval_report/model_eval_report.html:
    77. 

  77.           cache: false
    78. 

  78.       - production_model/best_model.pkl:
    79. 

  79.           cache: false
    80. 

  80.     metrics:
    81. 

  81.         - artifact/stage_06_model_pusher/Model_eval_report/model_eval_report.json:
    82. 

  82.             cache: false
    83.
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Specify your Azure Storage bucket

Access key (If needed)

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creditcard is now integrated with Azure Cloud Storage!

Delete Storage Key

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