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cameronraysmith
/
magnetic-tiles-defect
connected to https://github.com/cameronraysmith/magnetic-tiles-defect.git

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dvc.yaml 1.7 KB
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  1. stages:
    2. 

  2.   data_load:
    3. 

  3.     cmd: python src/stages/data_load.py --config=params.yaml
    4. 

  4.     deps:
    5. 

  5.       - src/stages/data_load.py
    6. 

  6.       - src/utils/data_utils.py
    7. 

  7.     params:
    8. 

  8.       - base
    9. 

  9.       - data_load
    10. 

  10.     outs:
    11. 

  11.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/images
    12. 

  12.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/masks
    13. 

  13.   data_split:
    14. 

  14.     cmd: python src/stages/data_split.py --config=params.yaml
    15. 

  15.     deps:
    16. 

  16.       - src/stages/data_split.py
    17. 

  17.       - src/utils/data_utils.py
    18. 

  18.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/images
    19. 

  19.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/masks
    20. 

  20.     params:
    21. 

  21.       - base
    22. 

  22.       - data_load
    23. 

  23.       - data_split
    24. 

  24.     outs:
    25. 

  25.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/train_images
    26. 

  26.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/train_masks
    27. 

  27.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/test_images
    28. 

  28.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/test_masks
    29. 

  29.   train:
    30. 

  30.     cmd: python src/stages/train.py --config=params.yaml
    31. 

  31.     deps:
    32. 

  32.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/train_images
    33. 

  33.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/train_masks
    34. 

  34.       - src/stages/train.py
    35. 

  35.       - src/utils/train_utils.py
    36. 

  36.     params:
    37. 

  37.       - base
    38. 

  38.       - data_split
    39. 

  39.       - train
    40. 

  40.     outs:
    41. 

  41.       - models/model_pickle_fastai.pkl
    42. 

  42.     metrics:
    43. 

  43.       - training/metrics.json:
    44. 

  44.           cache: false
    45. 

  45.     plots:
    46. 

  46.       - training/plots:
    47. 

  47.           cache: false
    48. 

  48.   evaluate:
    49. 

  49.     cmd: python src/stages/eval.py --config=params.yaml
    50. 

  50.     deps:
    51. 

  51.       - models/model_pickle_fastai.pkl
    52. 

  52.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/test_images
    53. 

  53.       - data/MAGNETIC_TILE_SURFACE_DEFECTS/test_masks
    54. 

  54.       - src/stages/eval.py
    55. 

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

  56.     params:
    57. 

  57.       - base
    58. 

  58.       - train
    59. 

  59.       - data_split
    60. 

  60.       - evaluate
    61. 

  61.     metrics:
    62. 

  62.       - evaluation/metrics.json:
    63. 

  63.           cache: false
    64.
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