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puneethp
/
RPPP
forked from Dean/RPPP

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  1. schema: '2.0'
    2. 

  2. stages:
    3. 

  3.   make_data:
    4. 

  4.     cmd: python3 make_dataset.py
    5. 

  5.     deps:
    6. 

  6.     - path: make_dataset.py
    7. 

  7.       md5: d700791fac216077c43596a5ea326f74
    8. 

  8.     outs:
    9. 

  9.     - path: remote://remote-wfs/rML-raw-data.csv
    10. 

  10.       md5: 15ae93ba7e913bcad890c2461048a9c9
    11. 

  11.   eval:
    12. 

  12.     cmd: python3 src/evaluate.py
    13. 

  13.     deps:
    14. 

  14.     - path: data/processed/rML-test.csv
    15. 

  15.       md5: 629a4d0505914f5599bb94be702341b5
    16. 

  16.       size: 2862132
    17. 

  17.     - path: models/model.pkl
    18. 

  18.       md5: 98f38f3ef55a5cfe9a0fb27a1f6616ae
    19. 

  19.       size: 1127
    20. 

  20.     - path: src/evaluate.py
    21. 

  21.       md5: 5f060c468f17fc53e9a57d2681cf291a
    22. 

  22.       size: 1590
    23. 

  23.     params:
    24. 

  24.       params.yaml:
    25. 

  25.         pre_process:
    26. 

  26.           chunk_size: 5000
    27. 

  27.           target_col: is_top_decile
    28. 

  28.         train:
    29. 

  29.           loss: log
    30. 

  30.           use_text_cols: false
    31. 

  31.           use_number_category_cols: true
    32. 

  32.     outs:
    33. 

  33.     - path: models/metrics/test.yaml
    34. 

  34.       md5: 85fa7115fb52ca48ffe9e8de88d3bee0
    35. 

  35.       size: 102
    36. 

  36.   preprocessing:
    37. 

  37.     cmd: python3 src/preprocess.py
    38. 

  38.     deps:
    39. 

  39.     - path: data/raw/rML-raw-data.csv
    40. 

  40.       md5: ce3a47e51025812d0e5d2e5914feadb7
    41. 

  41.       size: 7361822
    42. 

  42.     - path: general_params.yml
    43. 

  43.       md5: fd72d874a18159ce4a7855eb23ce4165
    44. 

  44.       size: 44
    45. 

  45.     - path: src/preprocess.py
    46. 

  46.       md5: 6b1cf3af3a8e62805f8d81f9e1dcd559
    47. 

  47.       size: 2620
    48. 

  48.     outs:
    49. 

  49.     - path: data/processed/rML-test.csv
    50. 

  50.       md5: 629a4d0505914f5599bb94be702341b5
    51. 

  51.       size: 2862132
    52. 

  52.     - path: data/processed/rML-train.csv
    53. 

  53.       md5: 9b1f377458cc33aaa5b72a63fbb757fe
    54. 

  54.       size: 8087263
    55. 

  55.   training:
    56. 

  56.     cmd: python3 src/training.py
    57. 

  57.     deps:
    58. 

  58.     - path: data/processed/rML-train.csv
    59. 

  59.       md5: 9b1f377458cc33aaa5b72a63fbb757fe
    60. 

  60.       size: 8087263
    61. 

  61.     - path: general_params.yml
    62. 

  62.       md5: fd72d874a18159ce4a7855eb23ce4165
    63. 

  63.       size: 44
    64. 

  64.     - path: src/model_def.py
    65. 

  65.       md5: f93783b7270ebd57d40f9f6c1b8e4188
    66. 

  66.       size: 2174
    67. 

  67.     - path: src/training.py
    68. 

  68.       md5: 388970c00f0c5eb6b27a9077a55584d0
    69. 

  69.       size: 871
    70. 

  70.     outs:
    71. 

  71.     - path: models/metrics/train.yaml
    72. 

  72.       md5: c4fb83687d866968d411df61c68b5d63
    73. 

  73.       size: 103
    74. 

  74.     - path: models/model.pkl
    75. 

  75.       md5: 98f38f3ef55a5cfe9a0fb27a1f6616ae
    76. 

  76.       size: 1127
    77. 

  77.     - path: params.yml
    78. 

  78.       md5: 2425d4cc306ef245b718ef1179191bf5
    79. 

  79.       size: 542
    80. 

  80.   pre_process:
    81. 

  81.     cmd: python3 src/pre_process.py
    82. 

  82.     deps:
    83. 

  83.     - path: data/raw/rML-raw-data.csv
    84. 

  84.       md5: ce3a47e51025812d0e5d2e5914feadb7
    85. 

  85.       size: 7361822
    86. 

  86.     - path: src/pre_process.py
    87. 

  87.       md5: e05a7f042ab6e3f81eb27e723a9668cf
    88. 

  88.       size: 2622
    89. 

  89.     params:
    90. 

  90.       params.yaml:
    91. 

  91.         pre_process:
    92. 

  92.           chunk_size: 5000
    93. 

  93.           target_col: is_top_decile
    94. 

  94.     outs:
    95. 

  95.     - path: data/processed/rML-test.csv
    96. 

  96.       md5: 629a4d0505914f5599bb94be702341b5
    97. 

  97.       size: 2862132
    98. 

  98.     - path: data/processed/rML-train.csv
    99. 

  99.       md5: 9b1f377458cc33aaa5b72a63fbb757fe
    100. 

  100.       size: 8087263
    101. 

  101.   train:
    102. 

  102.     cmd: python3 src/train.py
    103. 

  103.     deps:
    104. 

  104.     - path: data/processed/rML-train.csv
    105. 

  105.       md5: 9b1f377458cc33aaa5b72a63fbb757fe
    106. 

  106.       size: 8087263
    107. 

  107.     - path: src/model_def.py
    108. 

  108.       md5: 2f20bd7e1336a86ad3adff8b859ccffb
    109. 

  109.       size: 1985
    110. 

  110.     - path: src/train.py
    111. 

  111.       md5: 8bd59fb472442f2b7851ee1e25da45cb
    112. 

  112.       size: 750
    113. 

  113.     params:
    114. 

  114.       params.yaml:
    115. 

  115.         train:
    116. 

  116.           loss: log
    117. 

  117.           use_text_cols: false
    118. 

  118.           use_number_category_cols: true
    119. 

  119.     outs:
    120. 

  120.     - path: models/metrics/train.yaml
    121. 

  121.       md5: c4fb83687d866968d411df61c68b5d63
    122. 

  122.       size: 103
    123. 

  123.     - path: models/model.pkl
    124. 

  124.       md5: 98f38f3ef55a5cfe9a0fb27a1f6616ae
    125. 

  125.       size: 1127
    126.
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Integrate Google Cloud Storage
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Use any S3 compatible storage!

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

RPPP is now integrated with Azure Cloud Storage!

Delete Storage Key

Are you sure you want to delete this access key?

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Yes