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  1. schema: '2.0'
  2. stages:
  3. data_ingestion:
  4. cmd: python src/deep_classifier/pipeline/stage01_data_ingestion.py
  5. deps:
  6. - path: configs/config.yaml
  7. md5: 096ce1914e853a07eebf22504c1212d4
  8. size: 1080
  9. - path: src/deep_classifier/pipeline/stage01_data_ingestion.py
  10. md5: 3c8f559583d1aada09074e81aae8180c
  11. size: 726
  12. outs:
  13. - path: src/deep_classifier/artifact/data_ingestion/extracted_data/PetImages
  14. md5: 3a5cf86541f22c236620ce5b952ad684.dir
  15. size: 848866410
  16. nfiles: 24998
  17. prepare_base_model:
  18. cmd: python src/deep_classifier/pipeline/stage02_prepare_base_model.py
  19. deps:
  20. - path: configs/config.yaml
  21. md5: 096ce1914e853a07eebf22504c1212d4
  22. size: 1080
  23. - path: src/deep_classifier/pipeline/stage02_prepare_base_model.py
  24. md5: 08cbb47890bb4a9c1605509a82c49e6b
  25. size: 768
  26. params:
  27. params.yaml:
  28. classes: 2
  29. include_top: false
  30. learning_rate: 0.01
  31. params_image_size:
  32. - 224
  33. - 224
  34. - 3
  35. weights: imagenet
  36. outs:
  37. - path: src/deep_classifier/artifact/prepare_base_model/base_model
  38. md5: d604d364bf613fd614c495ef113507bf.dir
  39. size: 58920408
  40. nfiles: 1
  41. - path: src/deep_classifier/artifact/prepare_base_model/updated_model
  42. md5: 8bb5363d879357921216f31e87c9f324.dir
  43. size: 59132960
  44. nfiles: 1
  45. model_training:
  46. cmd: python src/deep_classifier/pipeline/stage_03_training.py
  47. deps:
  48. - path: configs/config.yaml
  49. md5: 096ce1914e853a07eebf22504c1212d4
  50. size: 1080
  51. - path: src/deep_classifier/artifact/data_ingestion/extracted_data/PetImages
  52. md5: 3a5cf86541f22c236620ce5b952ad684.dir
  53. size: 848866410
  54. nfiles: 24998
  55. - path: src/deep_classifier/artifact/prepare_base_model/updated_model
  56. md5: 8bb5363d879357921216f31e87c9f324.dir
  57. size: 59132960
  58. nfiles: 1
  59. - path: src/deep_classifier/pipeline/stage_03_training.py
  60. md5: 4a99e9ef2120520a765f589618f69afb
  61. size: 1020
  62. params:
  63. params.yaml:
  64. agumentation: true
  65. batch_size: 16
  66. epochs: 1
  67. params_image_size:
  68. - 224
  69. - 224
  70. - 3
  71. outs:
  72. - path: src/deep_classifier/artifact/prepare_callbacks/model_checkpoint
  73. md5: d751713988987e9331980363e24189ce.dir
  74. size: 0
  75. nfiles: 0
  76. - path: src/deep_classifier/artifact/prepare_callbacks/tensorboard_log
  77. md5: d5e5946f8c691069188235d9bc155ecc.dir
  78. size: 74742
  79. nfiles: 1
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