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Rishav-hub
/
dvc-nlp-demo
mirror of https://github.com/Rishav-hub/dvc-nlp-demo.git

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dvc.yaml 1.8 KB
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  1. # add stages here 
    2. 

  2. stages:
    3. 

  3.   prepare_data:
    4. 

  4.     cmd: python src/stage_01_prepare.py -c config/config.yaml -p params.yaml
    5. 

  5.     deps:
    6. 

  6.       - src/stage_01_prepare.py
    7. 

  7.       - data/data.xml
    8. 

  8.       - src/utils/all_utils.py
    9. 

  9.       - src/utils/data_management.py
    10. 

  10.       - config/config.yaml
    11. 

  11.       - params.yaml
    12. 

  12. 

  13.     params:
    14. 

  14.       - prepare.seed
    15. 

  15.       - prepare.split
    16. 

  16. 

  17.     outs:
    18. 

  18.       - artifacts/prepared/train.tsv
    19. 

  19.       - artifacts/prepared/test.tsv
    20. 

  20.   
    21. 

  21.   featurize:
    22. 

  22.     cmd: python src/stage_02_featurization.py -c config/config.yaml -p params.yaml
    23. 

  23.     deps:
    24. 

  24.       - src/stage_02_featurization.py
    25. 

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

  26.       - artifacts/prepared/train.tsv
    27. 

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

  28.       - src/utils/featurize.py
    29. 

  29.       - config/config.yaml
    30. 

  30.       - params.yaml
    31. 

  31.     params:
    32. 

  32.       - featurize.ngrams
    33. 

  33.       - featurize.max_features
    34. 

  34.     outs:
    35. 

  35.       - artifacts/features/train.pkl
    36. 

  36.       - artifacts/features/test.pkl
    37. 

  37.   
    38. 

  38.   train:
    39. 

  39.     cmd: python src/stage_03_training.py -c config/config.yaml -p params.yaml
    40. 

  40.     deps:
    41. 

  41.       - src/stage_03_training.py
    42. 

  42.       - artifacts/prepared/train.tsv
    43. 

  43.       - src/utils/all_utils.py
    44. 

  44.       - config/config.yaml
    45. 

  45.       - params.yaml
    46. 

  46.     params:
    47. 

  47.       - train.seed
    48. 

  48.       - train.n_est
    49. 

  49.       - train.min_split
    50. 

  50.     outs:
    51. 

  51.       - artifacts/model/model.pkl
    52. 

  52.   
    53. 

  53.   evaluate:
    54. 

  54.     cmd: python src/stage_04_evaluate.py --config=config/config.yaml
    55. 

  55.     deps:
    56. 

  56.       - src/stage_04_evaluate.py
    57. 

  57.       - artifacts/features/test.pkl
    58. 

  58.       - src/utils/all_utils.py
    59. 

  59.       - config/config.yaml
    60. 

  60.       - artifacts/model/model.pkl
    61. 

  61.     metrics:
    62. 

  62.       - scores.json:
    63. 

  63.           cache: false
    64. 

  64.     plots:
    65. 

  65.       - prc.json:
    66. 

  66.           cache: false
    67. 

  67.           x: recall
    68. 

  68.           y: precision
    69. 

  69.       - roc.json:
    70. 

  70.           cache: false
    71. 

  71.           x: fpr
    72. 

  72.           y: tpr
    73. 

  73. 

  74.   run_plots_command:
    75. 

  75.     cmd: dvc plots diff
    76. 

  76. 

  77.   
    78. 

  78.
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Congratulations!

dvc-nlp-demo is now integrated with your S3 compatible storage!

Delete Storage Key

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Integrate Azure Cloud Storage
Use Azure Storage
Select bucket
Set key
Finish

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!

dvc-nlp-demo is now integrated with Azure Cloud Storage!

Delete Storage Key

Are you sure you want to delete this access key?

No
Yes