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hamehrabi
/
Project-DVC-NLP-StackOverflow
connected to https://github.com/hamehrabi/Project-DVC-NLP-StackOverflow.git

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  1. # add stages here 
    2. 

  2. stages:
    3. 

  3.   get_data:
    4. 

  4.     cmd: python src/stage_01_get_data.py --config=configs/config.yaml
    5. 

  5.     deps:
    6. 

  6.       - src/stage_01_get_data.py
    7. 

  7.       - src/utils/common.py
    8. 

  8.       - configs/config.yaml
    9. 

  9.     outs:
    10. 

  10.       - data/data.xml
    11. 

  11. 

  12.   prepare_data:
    13. 

  13.     cmd: python src/stage_02_prepare.py --config=configs/config.yaml --params=params.yaml
    14. 

  14.     deps:
    15. 

  15.       - src/stage_02_prepare.py
    16. 

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

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

  18.       - data/data.xml
    19. 

  19.       - configs/config.yaml
    20. 

  20.     params:
    21. 

  21.       - prepare.seed
    22. 

  22.       - prepare.split  
    23. 

  23.     outs:
    24. 

  24.       - artifacts/prepared/train.tsv
    25. 

  25.       - artifacts/prepared/test.tsv
    26. 

  26. 

  27.   featurize:
    28. 

  28.     cmd: python src/stage_03_featurization.py --config=configs/config.yaml --params=params.yaml
    29. 

  29.     deps:
    30. 

  30.       - src/stage_03_featurization.py
    31. 

  31.       - src/utils/common.py
    32. 

  32.       - src/utils/featurize.py
    33. 

  33.       - artifacts/prepared/train.tsv
    34. 

  34.       - artifacts/prepared/test.tsv
    35. 

  35.       - configs/config.yaml
    36. 

  36.     params:
    37. 

  37.       - featurize.max_features
    38. 

  38.       - featurize.ngrams  
    39. 

  39.     outs:
    40. 

  40.       - artifacts/features/train.pkl
    41. 

  41.       - artifacts/features/test.pkl
    42. 

  42. 

  43.   train:
    44. 

  44.     cmd: python src/stage_04_train.py --config=configs/config.yaml --params=params.yaml
    45. 

  45.     deps:
    46. 

  46.       - src/stage_04_train.py
    47. 

  47.       - src/utils/common.py
    48. 

  48.       - artifacts/features/train.pkl
    49. 

  49.       - configs/config.yaml
    50. 

  50.     params:
    51. 

  51.       - train.seed
    52. 

  52.       - train.n_est  
    53. 

  53.       - train.min_split  
    54. 

  54.     outs:
    55. 

  55.       - artifacts/model/model.pkl
    56. 

  56. 

  57.   evaluate:
    58. 

  58.     cmd: python src/stage_05_evaluate.py --config=configs/config.yaml
    59. 

  59.     deps:
    60. 

  60.       - src/stage_05_evaluate.py
    61. 

  61.       - src/utils/common.py
    62. 

  62.       - artifacts/features/test.pkl
    63. 

  63.       - configs/config.yaml
    64. 

  64.       - artifacts/model/model.pkl
    65. 

  65.     metrics:
    66. 

  66.       - scores.json:
    67. 

  67.           cache: false
    68. 

  68.     plots:
    69. 

  69.       - prc.json:
    70. 

  70.           cache: false
    71. 

  71.           x: recall
    72. 

  72.           y: precision
    73. 

  73.       - roc.json:
    74. 

  74.           cache: false
    75. 

  75.           x: fpr
    76. 

  76.           y: tpr
    77.
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Integrate Azure Cloud Storage
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Use Azure Cloud Storage!

Browsing data directories saved to Azure Cloud Storage is possible with DAGsHub. Let's configure your repository to easily display your data in the context of any commit!

Specify your Azure Storage bucket

Access key (If needed)

Congratulations!

Project-DVC-NLP-StackOverflow is now integrated with Azure Cloud Storage!

Delete Storage Key

Are you sure you want to delete this access key?

No
Yes