arcticbear
/
example-get-started
mirror of https://github.com/iterative/example-get-started


  
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            artifacts:
  stackoverflow-dataset:
    path: data/data.xml
    type: dataset
    desc: Initial XML StackOverflow dataset (raw data)
  text-classification:
    path: model.pkl
    desc: Detect whether the given stackoverflow question should have R language tag
    type: model
    labels:
    - nlp
    - classification
    - stackoverflow
stages:
  prepare:
    cmd: python src/prepare.py data/data.xml
    deps:
    - data/data.xml
    - src/prepare.py
    params:
    - prepare.seed
    - prepare.split
    outs:
    - data/prepared
  featurize:
    cmd: python src/featurization.py data/prepared data/features
    deps:
    - data/prepared
    - src/featurization.py
    params:
    - featurize.max_features
    - featurize.ngrams
    outs:
    - data/features
  train:
    cmd: python src/train.py data/features model.pkl
    deps:
    - data/features
    - src/train.py
    params:
    - train.min_split
    - train.n_est
    - train.seed
    outs:
    - model.pkl