carte_ai package

Subpackages

• carte_ai.configs package
  • Submodules
  • carte_ai.configs.carte_configs module
  • carte_ai.configs.directory module
  • carte_ai.configs.model_parameters module
    • loguniform_int
      • loguniform_int.rvs()
    • norm_int
      • norm_int.rvs()
  • carte_ai.configs.visuailization module
  • Module contents
• carte_ai.data package
  • Submodules
  • carte_ai.data.load_data module
    • load_parquet_config()
    • set_split()
    • spotify()
    • wina_pl()
    • wine_dot_com_prices()
    • wine_vivino_price()
  • Module contents
• carte_ai.scripts package
  • Submodules
  • carte_ai.scripts.compile_results_singletable module
  • carte_ai.scripts.download_data module
    • main()
  • carte_ai.scripts.evaluate_singletable module
    • main()
    • run_model()
  • carte_ai.scripts.preprocess_lm module
    • data_preprocess()
    • main()
  • carte_ai.scripts.preprocess_raw module
    • main()
    • preprocess_data()
  • Module contents
• carte_ai.src package
  • Submodules
  • carte_ai.src.baseline_multitable module
    • CatBoostMultitableClassifier
      • CatBoostMultitableClassifier.set_score_request()
    • CatBoostMultitableRegressor
      • CatBoostMultitableRegressor.set_score_request()
    • GradientBoostingClassifierBase
      • GradientBoostingClassifierBase.decision_function()
      • GradientBoostingClassifierBase.predict()
      • GradientBoostingClassifierBase.predict_proba()
      • GradientBoostingClassifierBase.set_score_request()
    • GradientBoostingMultitableBase
      • GradientBoostingMultitableBase.fit()
    • GradientBoostingRegressorBase
      • GradientBoostingRegressorBase.predict()
      • GradientBoostingRegressorBase.set_score_request()
    • HistGBMultitableClassifier
      • HistGBMultitableClassifier.set_score_request()
    • HistGBMultitableRegressor
      • HistGBMultitableRegressor.set_score_request()
    • XGBoostMultitableClassifier
      • XGBoostMultitableClassifier.set_score_request()
    • XGBoostMultitableRegressor
      • XGBoostMultitableRegressor.set_score_request()
  • carte_ai.src.baseline_singletable_nn module
    • BaseMLPEstimator
    • BaseRESNETEstimator
    • MLPBase
      • MLPBase.fit()
    • MLPClassifier
      • MLPClassifier.decision_function()
      • MLPClassifier.predict()
      • MLPClassifier.predict_proba()
      • MLPClassifier.set_score_request()
    • MLPRegressor
      • MLPRegressor.predict()
      • MLPRegressor.set_score_request()
    • MLP_Model
      • MLP_Model.forward()
    • RESNETClassifier
      • RESNETClassifier.decision_function()
      • RESNETClassifier.predict()
      • RESNETClassifier.predict_proba()
      • RESNETClassifier.set_score_request()
    • RESNETRegressor
      • RESNETRegressor.predict()
      • RESNETRegressor.set_score_request()
    • RESNET_Model
      • RESNET_Model.forward()
    • Residual_Block
      • Residual_Block.forward()
      • Residual_Block.reset_parameters()
    • TabularDataset
  • carte_ai.src.carte_estimator module
    • BaseCARTEEstimator
      • BaseCARTEEstimator.fit()
    • BaseCARTEMultitableEstimator
      • BaseCARTEMultitableEstimator.fit()
    • CARTEClassifier
      • CARTEClassifier.decision_function()
      • CARTEClassifier.predict()
      • CARTEClassifier.predict_proba()
      • CARTEClassifier.set_score_request()
    • CARTEMultitableClassifer
      • CARTEMultitableClassifer.decision_function()
      • CARTEMultitableClassifer.predict()
      • CARTEMultitableClassifer.predict_proba()
      • CARTEMultitableClassifer.set_score_request()
    • CARTEMultitableRegressor
      • CARTEMultitableRegressor.predict()
      • CARTEMultitableRegressor.set_score_request()
    • CARTERegressor
      • CARTERegressor.predict()
      • CARTERegressor.set_score_request()
    • CARTE_AblationClassifier
      • CARTE_AblationClassifier.set_score_request()
    • CARTE_AblationRegressor
      • CARTE_AblationRegressor.set_score_request()
    • IdxIterator
      • IdxIterator.sample()
      • IdxIterator.set_num_samples()
  • carte_ai.src.carte_gridsearch module
    • carte_gridsearch()
  • carte_ai.src.carte_model module
    • CARTE_Attention
      • CARTE_Attention.forward()
      • CARTE_Attention.reset_parameters()
    • CARTE_Base
      • CARTE_Base.forward()
    • CARTE_Block
      • CARTE_Block.forward()
    • CARTE_Contrast
      • CARTE_Contrast.forward()
    • CARTE_NN_Model
      • CARTE_NN_Model.forward()
    • CARTE_NN_Model_Ablation
      • CARTE_NN_Model_Ablation.forward()
    • CARTE_Pretrain
      • CARTE_Pretrain.forward()
  • carte_ai.src.carte_table_to_graph module
    • Table2GraphTransformer
      • Table2GraphTransformer.fit()
      • Table2GraphTransformer.transform()
  • carte_ai.src.evaluate_utils module
    • check_pred_output()
    • col_names_per_type()
    • extract_best_params()
    • reshape_pred_output()
    • return_score()
    • set_score_criterion()
    • set_split()
    • shorten_param()
  • carte_ai.src.preprocess_utils module
    • extract_fasttext_features()
    • extract_ken_features()
    • extract_llm_features()
    • table2llmfeatures()
  • carte_ai.src.visualization_utils module
    • critical_difference_diagram()
    • generate_df_cdd()
    • prepare_result()
    • sign_array()
    • sign_plot()
    • sign_table()
  • Module contents

Module contents