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puneethp
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dvc_session

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dvc.yaml 1.7 KB
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  1. stages:
    2. 

  2.   split:
    3. 

  3.     cmd: python src/train_test_split.py -i data/iris.csv -o data/split/
    4. 

  4.     deps:
    5. 

  5.     - data/iris.csv
    6. 

  6.     - src/train_test_split.py
    7. 

  7.     outs:
    8. 

  8.     - data/split
    9. 

  9.   featurize:
    10. 

  10.     cmd: python src/feature_engineering.py -i data/split/ -f data/features/ -o models/pca/
    11. 

  11.     deps:
    12. 

  12.     - data/split
    13. 

  13.     - src/feature_engineering.py
    14. 

  14.     params:
    15. 

  15.     - pca
    16. 

  16.     outs:
    17. 

  17.     - data/features
    18. 

  18.     - models/pca/model.gz
    19. 

  19.     metrics:
    20. 

  20.     - models/pca/metrics.yaml:
    21. 

  21.         cache: false
    22. 

  22.   train_logistic:
    23. 

  23.     cmd: python src/logistic_regression.py -i data/features/ -o models/logistic/
    24. 

  24.     deps:
    25. 

  25.     - data/features
    26. 

  26.     - src/logistic_regression.py
    27. 

  27.     params:
    28. 

  28.     - logistic
    29. 

  29.     outs:
    30. 

  30.     - models/logistic/model.gz
    31. 

  31.     metrics:
    32. 

  32.     - models/logistic/metrics.yaml:
    33. 

  33.         cache: false
    34. 

  34.   train_svc:
    35. 

  35.     cmd: python src/linear_svc.py -i data/features/ -o models/svc/
    36. 

  36.     deps:
    37. 

  37.     - data/features
    38. 

  38.     - src/linear_svc.py
    39. 

  39.     params:
    40. 

  40.     - svc
    41. 

  41.     outs:
    42. 

  42.     - models/svc/model.gz
    43. 

  43.     metrics:
    44. 

  44.     - models/svc/metrics.yaml:
    45. 

  45.         cache: false
    46. 

  46.   train_forrest:
    47. 

  47.     cmd: python src/random_forrest.py -i data/features/ -o models/r_forrest/
    48. 

  48.     deps:
    49. 

  49.     - data/features
    50. 

  50.     - src/random_forrest.py
    51. 

  51.     params:
    52. 

  52.     - forrest
    53. 

  53.     outs:
    54. 

  54.     - models/r_forrest/model.gz
    55. 

  55.     metrics:
    56. 

  56.     - models/r_forrest/metrics.yaml:
    57. 

  57.         cache: false
    58. 

  58.   train_ensemble:
    59. 

  59.     cmd: python src/ensemble.py -i data/features/ -m models/ -o models/ensemble/
    60. 

  60.     deps:
    61. 

  61.     - data/features
    62. 

  62.     - models/logistic/model.gz
    63. 

  63.     - models/r_forrest/model.gz
    64. 

  64.     - models/svc/model.gz
    65. 

  65.     - src/ensemble.py
    66. 

  66.     params:
    67. 

  67.     - ensemble
    68. 

  68.     outs:
    69. 

  69.     - models/ensemble/model.gz
    70. 

  70.     metrics:
    71. 

  71.     - models/ensemble/metrics.yaml:
    72. 

  72.         cache: false
    73.
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Integrate Google Cloud Storage
Use Google Storage
Select bucket
Upload key
Finish

Use Google Cloud Storage!

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

Specify your Google Storage bucket

Service Account Key

Congratulations!

dvc_session is now integrated with Google Cloud Storage!

Delete Storage Key

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Integrate AWS S3
Use S3 remote
Select bucket
Access key
Finish

Use AWS S3 as storage!

Browsing data directories saved to S3 is possible with DAGsHub. Let's configure your repository to easily display your data in the context of any commit!

Specify your S3 bucket

Access key (If needed)

Congratulations!

dvc_session is now integrated with AWS S3!

Delete Storage Key

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No
Yes
Integrate S3 compatible storage
Use S3 like remote
Select bucket
Access key
Finish

Use any S3 compatible storage!

Browsing data directories saved to S3 compatible storage is possible with DAGsHub. Let's configure your repository to easily display your data in the context of any commit!

Specify your S3 bucket

Access key (If needed)

Congratulations!

dvc_session is now integrated with your S3 compatible storage!

Delete Storage Key

Are you sure you want to delete this access key?

No
Yes
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_session is now integrated with Azure Cloud Storage!

Delete Storage Key

Are you sure you want to delete this access key?

No
Yes