Youtube_Sentiment_Insights/dvc.yaml at main · shovo896/Youtube_Sentiment_Insights · GitHub

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stages:
  data_ingestion:
    cmd: python src/data/data_ingestion.py
    deps:
    - src/data/data_ingestion.py
    params:
    - data_ingestion.test_size
    outs:
    - data/raw


  data_preprocessing:
    cmd: python src/data/data_preprocessing.py
    deps:
    - data/raw/train.csv
    - data/raw/test.csv
    - src/data/data_preprocessing.py
    outs:
    - data/interim


  model_building:
    cmd: python src/models/model_building.py
    deps:
    - data/interim/train_processed.csv
    - src/models/model_building.py
    params:
    - model_building.max_features
    - model_building.ngram_range
    - model_building.learning_rate
    - model_building.max_depth
    - model_building.n_estimators
    outs:
    - models/lgbm_model.pkl
    - models/tfidf_vectorizer.pkl


  model_evaluation:
    cmd: python src/models/model_evaluation.py
    deps:
    - models/lgbm_model.pkl
    - models/tfidf_vectorizer.pkl
    - data/interim/train_processed.csv
    - data/interim/test_processed.csv
    - src/models/model_evaluation.py
    outs:
    - reports/experiment_info.json


  model_registration:
    cmd: python src/models/register_model.py
    deps:
    - models/lgbm_model.pkl
    - models/tfidf_vectorizer.pkl
    - reports/experiment_info.json
    - src/models/register_model.py
    params:
    - model_building.max_features
    - model_building.ngram_range
    - model_building.learning_rate
    - model_building.max_depth
    - model_building.n_estimators