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dvc.yaml 913 B

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  1. stages:
  2. prepare:
  3. cmd: python src/prepare.py data/data.xml
  4. deps:
  5. - data/data.xml
  6. - src/prepare.py
  7. params:
  8. - prepare.seed
  9. - prepare.split
  10. outs:
  11. - data/prepared
  12. featurize:
  13. cmd: python src/featurization.py data/prepared data/features
  14. deps:
  15. - data/prepared
  16. - src/featurization.py
  17. params:
  18. - featurize.max_features
  19. - featurize.ngrams
  20. outs:
  21. - data/features
  22. train:
  23. cmd: python src/train.py data/features model.pkl
  24. deps:
  25. - data/features
  26. - src/train.py
  27. params:
  28. - train.n_estimators
  29. - train.seed
  30. outs:
  31. - model.pkl
  32. evaluate:
  33. cmd: python src/evaluate.py model.pkl data/features scores.json prc.json
  34. deps:
  35. - data/features
  36. - model.pkl
  37. - src/evaluate.py
  38. metrics:
  39. - scores.json:
  40. cache: false
  41. plots:
  42. - prc.json:
  43. cache: false
  44. x: recall
  45. y: precision
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