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hamehrabi
/
Project-DVC-CNN-CatVsDog
connected to https://github.com/hamehrabi/Project-DVC-CNN-CatVsDog.git

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  1. # add stages here 
    2. 

  2. # stages:
    3. 

  3. #   stage_name:
    4. 

  4. #     cmd: python src/stage_01______.py
    5. 

  5. #     deps:
    6. 

  6. #     - src/stage_01______.py
    7. 

  7. #     outs:
    8. 

  8. #     - output_data_of_file_path
    9. 

  9. 

  10. # add stages here 
    11. 

  11. stages:
    12. 

  12.   get_data:
    13. 

  13.     cmd: python src/stage_01_get_data.py --config=configs/config.yaml
    14. 

  14.     deps:
    15. 

  15.     - src/stage_01_get_data.py
    16. 

  16.     - src/utils/common.py
    17. 

  17.     - configs/config.yaml
    18. 

  18.     outs:
    19. 

  19.     - data/cat
    20. 

  20.     - data/dog
    21. 

  21. 

  22.   prepare_base_model:
    23. 

  23.     cmd: python src/stage_02_prepare_base_model.py --config=configs/config.yaml --params=params.yaml
    24. 

  24.     deps:
    25. 

  25.     - src/stage_02_prepare_base_model.py
    26. 

  26.     - src/utils/common.py
    27. 

  27.     - src/utils/model.py
    28. 

  28.     - configs/config.yaml
    29. 

  29.     params:
    30. 

  30.     - IMAGE_SIZE
    31. 

  31.     - LEARNING_RATE
    32. 

  32.     outs:
    33. 

  33.     - artifacts/base_model/base_model.h5
    34. 

  34.     - artifacts/base_model/updated_base_model.h5
    35. 

  35. 

  36.   
    37. 

  37.   prepare_callback:
    38. 

  38.     cmd: python src/stage_03_prepare_callback.py --config=configs/config.yaml
    39. 

  39.     deps:
    40. 

  40.     - src/stage_03_prepare_callback.py
    41. 

  41.     - src/utils/common.py
    42. 

  42.     - src/utils/callbacks.py
    43. 

  43.     - configs/config.yaml
    44. 

  44.     - params.yaml
    45. 

  45.     outs:
    46. 

  46.     - artifacts/callbacks/checkpoint_cb.cb
    47. 

  47.     - artifacts/callbacks/tensorboard_cb.cb
    48. 

  48. 

  49. 

  50.   train:
    51. 

  51.     cmd: python src/stage_04_train.py --config=configs/config.yaml --params=params.yaml
    52. 

  52.     deps:
    53. 

  53.     - src/stage_04_train.py
    54. 

  54.     - src/utils/common.py
    55. 

  55.     - src/utils/model.py
    56. 

  56.     - src/utils/callbacks.py
    57. 

  57.     - src/utils/data_management.py
    58. 

  58.     - configs/config.yaml
    59. 

  59.     - artifacts/callbacks/checkpoint_cb.cb
    60. 

  60.     - artifacts/callbacks/tensorboard_cb.cb
    61. 

  61.     - artifacts/base_model/updated_base_model.h5
    62. 

  62.     - data/cat
    63. 

  63.     - data/dog
    64. 

  64.     params:
    65. 

  65.     - IMAGE_SIZE
    66. 

  66.     - BATCH_SIZE
    67. 

  67.     - AUGMENTATION
    68. 

  68.     - EPOCHS
    69. 

  69.     outs:
    70. 

  70.     - artifacts/model
    71. 

  71.     - artifacts/tensorboard_log_dir
    72. 

  72.     - artifacts/checkpoints
    73. 

  73. 

  74.   
    75.
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