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Commit d7855b9d authored by Danilo Ferreira de Lima's avatar Danilo Ferreira de Lima
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Avoid using the pipeline when calculating unc.

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1 merge request!2Restructured code to use classes compatible with joblib and minimize hacks when saving
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pes_to_spec/model.py
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...@@ -518,7 +518,7 @@ class Model(TransformerMixin, BaseEstimator): ...@@ -518,7 +518,7 @@ class Model(TransformerMixin, BaseEstimator):
# calculate the effect of the PCA # calculate the effect of the PCA
high_res = self.y_model['smoothen'].transform(high_res_data) high_res = self.y_model['smoothen'].transform(high_res_data)
high_pca = self.y_model.transform(high_res_data) high_pca = self.y_model['pca'].transform(high_res)
high_pca_rec = self.y_model['pca'].inverse_transform(high_pca) high_pca_rec = self.y_model['pca'].inverse_transform(high_pca)
high_pca_unc = np.sqrt(np.mean((high_res - high_pca_rec)**2, axis=0, keepdims=True)) high_pca_unc = np.sqrt(np.mean((high_res - high_pca_rec)**2, axis=0, keepdims=True))
self.y_model['unc'].set_uncertainty(high_pca_unc) self.y_model['unc'].set_uncertainty(high_pca_unc)
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