main
ifiguero 2025-03-13 23:17:57 -03:00
parent 542ff73622
commit 28b1123ae4
2 changed files with 5 additions and 7 deletions

View File

@ -175,7 +175,7 @@ class eNoseTrainer:
param_dist = self.get_tunable_params(model)
cv = StratifiedShuffleSplit(n_splits=int(1/(2*self.ratio))+1, test_size=self.ratio, random_state=get_seed())
grid_search = GridSearchCV(estimator=model, param_grid=param_dist, scoring='neg_mean_squared_error', cv=cv, verbose=10, n_jobs=-1)
grid_search = GridSearchCV(estimator=model, param_grid=param_dist, scoring='neg_mean_squared_error', cv=cv, verbose=2, n_jobs=-1)
grid_search.fit(X_train, Y_train)

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@ -9,19 +9,17 @@ target_variables=['C2H2', 'CH4', 'C3H6', 'CO', 'C2H6', 'C3H8', 'C2H4', 'H2', 'O2
eNoseLoader = GasSensorDataLoader("enose_dataset", threshold=0.85, source_channels=source_channels, target_list=target_variables, debug=False)
eNose = eNoseTrainer(eNoseLoader, test_size=0.2)
eNoseLoader.target_list=['H2',]
eNose.fit()
eNoseLoader.target_list=['C2H2',]
eNose.fit()
eNoseLoader.target_list=['CH4',]
eNose.fit()
eNoseLoader.target_list=['C3H6',]
eNose.fit()
eNoseLoader.target_list=['CO',]
eNoseLoader.target_list=['C2H4',]
eNose.fit()
eNoseLoader.target_list=['C2H6',]
eNose.fit()
eNoseLoader.target_list=['C3H8',]
eNose.fit()
eNoseLoader.target_list=['C2H2', 'CH4', 'C3H6', 'CO', 'C2H6',]
eNoseLoader.target_list=['H2', 'C2H2', 'CH4', 'C2H4', 'C2H6',]
eNose.fit()
eNose.wrap_and_save()