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Author: ArneBouillon

src/Utilities.jl

@@ -239,10 +239,7 @@ function initialize_and_encode_with_schedule!(
     observation::Union{Nothing, StructureVector} = nothing,
     prior_samples_in::Union{Nothing, StructureVector} = nothing,
     prior_samples_out::Union{Nothing, StructureVector} = nothing,
-) where {
-    VV <: AbstractVector,
-    PDC <: PairedDataContainer,
-}
+) where {VV <: AbstractVector, PDC <: PairedDataContainer}
     processed_io_pairs = deepcopy(io_pairs)
 
     input_structure_mats = deepcopy(input_structure_mats)
@@ -271,24 +268,14 @@ function initialize_and_encode_with_schedule!(
         )
 
         if apply_to == "in"
-            input_structure_mats = Dict(
-                name => encode_structure_matrix(processor, mat)
-                for (name, mat) in input_structure_mats
-            )
-            input_structure_vecs = Dict(
-                name => encode_data(processor, vec)
-                for (name, vec) in input_structure_vecs
-            )
+            input_structure_mats =
+                Dict(name => encode_structure_matrix(processor, mat) for (name, mat) in input_structure_mats)
+            input_structure_vecs = Dict(name => encode_data(processor, vec) for (name, vec) in input_structure_vecs)
             processed_io_pairs = PairedDataContainer(processed, get_outputs(processed_io_pairs))
         elseif apply_to == "out"
-            output_structure_mats = Dict(
-                name => encode_structure_matrix(processor, mat)
-                for (name, mat) in output_structure_mats
-            )
-            output_structure_vecs = Dict(
-                name => encode_data(processor, vec)
-                for (name, vec) in output_structure_vecs
-            )
+            output_structure_mats =
+                Dict(name => encode_structure_matrix(processor, mat) for (name, mat) in output_structure_mats)
+            output_structure_vecs = Dict(name => encode_data(processor, vec) for (name, vec) in output_structure_vecs)
             processed_io_pairs = PairedDataContainer(get_inputs(processed_io_pairs), processed)
         end
     end

src/Utilities/canonical_correlation.jl

@@ -205,10 +205,7 @@ $(TYPEDSIGNATURES)
 
 Apply the `CanonicalCorrelation` encoder to a provided structure matrix
 """
-function encode_structure_matrix(
-    cc::CanonicalCorrelation,
-    structure_matrix::SM,
-) where {SM <: StructureMatrix}
+function encode_structure_matrix(cc::CanonicalCorrelation, structure_matrix::SM) where {SM <: StructureMatrix}
     encoder_mat = get_encoder_mat(cc)[1]
     return encoder_mat * structure_matrix * encoder_mat'
 end
@@ -218,10 +215,7 @@ $(TYPEDSIGNATURES)
 
 Apply the `CanonicalCorrelation` decoder to a provided structure matrix
 """
-function decode_structure_matrix(
-    cc::CanonicalCorrelation,
-    enc_structure_matrix::SM,
-) where {SM <: StructureMatrix}
+function decode_structure_matrix(cc::CanonicalCorrelation, enc_structure_matrix::SM) where {SM <: StructureMatrix}
     decoder_mat = get_decoder_mat(cc)[1]
     return decoder_mat * enc_structure_matrix * decoder_mat'
 end

src/Utilities/decorrelator.jl

@@ -211,10 +211,7 @@ $(TYPEDSIGNATURES)
 
 Apply the `Decorrelator` encoder to a provided structure matrix
 """
-function encode_structure_matrix(
-    dd::Decorrelator,
-    structure_matrix::SM,
-) where {SM <: StructureMatrix}
+function encode_structure_matrix(dd::Decorrelator, structure_matrix::SM) where {SM <: StructureMatrix}
     encoder_mat = get_encoder_mat(dd)[1]
     return encoder_mat * structure_matrix * encoder_mat'
 end
@@ -224,10 +221,7 @@ $(TYPEDSIGNATURES)
 
 Apply the `Decorrelator` decoder to a provided structure matrix
 """
-function decode_structure_matrix(
-    dd::Decorrelator,
-    enc_structure_matrix::SM,
-) where {SM <: StructureMatrix}
+function decode_structure_matrix(dd::Decorrelator, enc_structure_matrix::SM) where {SM <: StructureMatrix}
     decoder_mat = get_decoder_mat(dd)[1]
     return decoder_mat * enc_structure_matrix * decoder_mat'
 end

src/Utilities/elementwise_scaler.jl

@@ -156,19 +156,20 @@ $(TYPEDSIGNATURES)
 
 Computes and populates the `shift` and `scale` fields for the `ElementwiseScaler`
 """
-initialize_processor!(es::ElementwiseScaler, data::MM, structure_matrices, structure_vectors) where {MM <: AbstractMatrix} =
-    initialize_processor!(es, data)
+initialize_processor!(
+    es::ElementwiseScaler,
+    data::MM,
+    structure_matrices,
+    structure_vectors,
+) where {MM <: AbstractMatrix} = initialize_processor!(es, data)
 
 
 """
 $(TYPEDSIGNATURES)
 
 Apply the `ElementwiseScaler` encoder to a provided structure matrix
 """
-function encode_structure_matrix(
-    es::ElementwiseScaler,
-    structure_matrix::SM,
-) where {SM <: StructureMatrix}
+function encode_structure_matrix(es::ElementwiseScaler, structure_matrix::SM) where {SM <: StructureMatrix}
     return Diagonal(1 ./ get_scale(es)) * structure_matrix * Diagonal(1 ./ get_scale(es))
 end
 
@@ -177,9 +178,6 @@ $(TYPEDSIGNATURES)
 
 Apply the `ElementwiseScaler` decoder to a provided structure matrix
 """
-function decode_structure_matrix(
-    es::ElementwiseScaler,
-    enc_structure_matrix::SM,
-) where {SM <: StructureMatrix}
+function decode_structure_matrix(es::ElementwiseScaler, enc_structure_matrix::SM) where {SM <: StructureMatrix}
     return Diagonal(get_scale(es)) * enc_structure_matrix * Diagonal(get_scale(es))
 end