From be07867e46b25c3cc97b03bfaaf862d171ffd541 Mon Sep 17 00:00:00 2001
From: AYESDIE <34449856+AYESDIE@users.noreply.github.com>
Date: Wed, 24 Oct 2018 13:08:20 +0530
Subject: [PATCH] Updated syntax styling (yet again...)

Updated syntax styling (yet again...)
---
 src/mlpack/methods/cf/cf_main.cpp       | 43 +++++++++++++++----------
 src/mlpack/methods/cf/cf_model_impl.hpp |  6 ++--
 2 files changed, 29 insertions(+), 20 deletions(-)

diff --git a/src/mlpack/methods/cf/cf_main.cpp b/src/mlpack/methods/cf/cf_main.cpp
index 6cc9eed8ac..8aba9a8673 100644
--- a/src/mlpack/methods/cf/cf_main.cpp
+++ b/src/mlpack/methods/cf/cf_main.cpp
@@ -135,11 +135,11 @@ PARAM_INT_IN("recommendations", "Number of recommendations to generate for each"
 PARAM_INT_IN("seed", "Set the random seed (0 uses std::time(NULL)).", "s", 0);
 
 //  Interpolation and Neighbour Search Algorithms
-PARAM_STRING_IN("interpolation", "Algorithm used for weight interpolation.", "i",
-                "Average");
+PARAM_STRING_IN("interpolation", "Algorithm used for weight interpolation.",
+    "i", "Average");
 
-PARAM_STRING_IN("neighbour_search", "Algorithm used for neighbour search.", "f",
-                "Euclidean");
+PARAM_STRING_IN("neighbour_search", "Algorithm used for neighbour search.",
+    "f", "Euclidean");
 
 void ComputeRecommendations(CFModel* cf,
                             const size_t numRecs,
@@ -312,45 +312,54 @@ void ComputeRMSE(CFModel* cf)
     {
         if (iw_algo == "Average")
         {
-            cf->Predict<CosineSearch, AverageInterpolation>(combinations, predictions);
+            cf->Predict<CosineSearch,
+              AverageInterpolation>(combinations, predictions);
         }
         else if (iw_algo == "Regression")
         {
-            cf->Predict<CosineSearch, RegressionInterpolation>(combinations, predictions);
+            cf->Predict<CosineSearch,
+              RegressionInterpolation>(combinations, predictions);
         }
         else if (iw_algo == "Similarity")
         {
-            cf->Predict<CosineSearch, SimilarityInterpolation>(combinations, predictions);
+            cf->Predict<CosineSearch,
+              SimilarityInterpolation>(combinations, predictions);
         }
     }
   else if (ns_algo == "Euclidean")
     {
         if (iw_algo == "Average")
         {
-            cf->Predict<EuclideanSearch, AverageInterpolation>(combinations, predictions);
+            cf->Predict<EuclideanSearch,
+              AverageInterpolation>(combinations, predictions);
         }
         else if (iw_algo == "Regression")
         {
-            cf->Predict<EuclideanSearch, RegressionInterpolation>(combinations, predictions);
+            cf->Predict<EuclideanSearch,
+              RegressionInterpolation>(combinations, predictions);
         }
         else if (iw_algo == "Similarity")
         {
-            cf->Predict<EuclideanSearch, SimilarityInterpolation>(combinations, predictions);
+            cf->Predict<EuclideanSearch,
+              SimilarityInterpolation>(combinations, predictions);
         }
     }
   else if (ns_algo == "Pearson")
     {
         if (iw_algo == "Average")
         {
-            cf->Predict<PearsonSearch, AverageInterpolation>(combinations, predictions);
+            cf->Predict<PearsonSearch,
+              AverageInterpolation>(combinations, predictions);
         }
         else if (iw_algo == "Regression")
         {
-            cf->Predict<PearsonSearch, RegressionInterpolation>(combinations, predictions);
+            cf->Predict<PearsonSearch,
+              RegressionInterpolation>(combinations, predictions);
         }
         else if (iw_algo == "Similarity")
         {
-            cf->Predict<PearsonSearch, SimilarityInterpolation>(combinations, predictions);
+            cf->Predict<PearsonSearch,
+              SimilarityInterpolation>(combinations, predictions);
         }
     }
 
@@ -474,11 +483,11 @@ static void mlpackMain()
       "RandSVD", "BiasSVD", "SVDPP" }, true, "unknown algorithm");
 
     //    Validate the interpolation and neighbour_search policy
-  RequireParamInSet<string>("interpolation", { "Average", "Regression", "Similarity" },
-      true, "unknown interpolation algorithm");
+  RequireParamInSet<string>("interpolation", { "Average",
+      "Regression", "Similarity" }, true, "unknown interpolation algorithm");
 
-  RequireParamInSet<string>("neighbour_search", { "Cosine", "Euclidean", "Pearson" },
-      true, "unknown neighbour search algorithm");
+  RequireParamInSet<string>("neighbour_search", { "Cosine",
+      "Euclidean", "Pearson" }, true, "unknown neighbour search algorithm");
 
   ReportIgnoredParam({{ "iteration_only_termination", true }}, "min_residue");
 
diff --git a/src/mlpack/methods/cf/cf_model_impl.hpp b/src/mlpack/methods/cf/cf_model_impl.hpp
index 530f23f14b..b503f5f868 100644
--- a/src/mlpack/methods/cf/cf_model_impl.hpp
+++ b/src/mlpack/methods/cf/cf_model_impl.hpp
@@ -46,7 +46,7 @@ PredictVisitor<NeighbourSearchPolicy,InterpolationPolicy>::PredictVisitor(
 template <typename NeighbourSearchPolicy,
           typename InterpolationPolicy>
 template<typename DecompositionPolicy>
-void PredictVisitor<NeighbourSearchPolicy,InterpolationPolicy>
+void PredictVisitor<NeighbourSearchPolicy, InterpolationPolicy>
         ::operator()(CFType<DecompositionPolicy>* c) const
 {
   if (!c)
@@ -61,7 +61,7 @@ void PredictVisitor<NeighbourSearchPolicy,InterpolationPolicy>
 
 template <typename NeighbourSearchPolicy,
           typename InterpolationPolicy>
-RecommendationVisitor<NeighbourSearchPolicy,InterpolationPolicy>
+RecommendationVisitor<NeighbourSearchPolicy, InterpolationPolicy>
         ::RecommendationVisitor(
     const size_t numRecs,
     arma::Mat<size_t>& recommendations,
@@ -76,7 +76,7 @@ RecommendationVisitor<NeighbourSearchPolicy,InterpolationPolicy>
 template <typename NeighbourSearchPolicy,
         typename InterpolationPolicy>
 template<typename DecompositionPolicy>
-void RecommendationVisitor<NeighbourSearchPolicy,InterpolationPolicy>
+void RecommendationVisitor<NeighbourSearchPolicy, InterpolationPolicy>
         ::operator()(CFType<DecompositionPolicy>* c) const
 {
   if (!c)