diff --git a/src/methods/ada_boost/ada_boost.pl b/src/methods/ada_boost/ada_boost.pl
index c51b6b780ef772b44777b895791657fb7d00b012..4d9faa9194ff66ab5392be054865e13014666ba5 100644
--- a/src/methods/ada_boost/ada_boost.pl
+++ b/src/methods/ada_boost/ada_boost.pl
@@ -1,16 +1,15 @@
-:- module(ada_boost, [
- initModelWithTraining/9,
- initModelNoTraining/2,
- classifyWithProb/8,
- classifyNoProb/5,
- numClasses/1,
- getTolerance/1,
- modifyTolerance/1,
- train/10]).
+:- module(ada_boost, [ initModelWithTraining/9,
+ initModelNoTraining/2,
+ classifyWithProb/8,
+ classifyNoProb/5,
+ numClasses/1,
+ getTolerance/1,
+ modifyTolerance/1,
+ train/10]).
%% requirements of library(struct)
:- load_files(library(str_decl),
- [when(compile_time), if(changed)]).
+ [when(compile_time), if(changed)]).
%% needed for using the array type
:- use_module(library(structs)).
@@ -24,77 +23,77 @@
%% definitions for the connected function
%% TODO:
-%% input: const MatType & data,
-%% const arma::Row< size_t > & labels,
-%% const size_t numClasses,
-%% const WeakLearnerType & other,
-%% const size_t iterations = 100,
-%% const double tolerance = 1e-6
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelWithTraining, c, initModelWithTraining(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, +string, +integer , +float32)).
%% TODO:
-%% input: const double tolerance = 1e-6
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelNoTraining, c, initModelNoTraining(+float32, +string)).
%% TODO:
-%% input: const MatType & test,
-%% arma::Row< size_t > & predictedLabels,
-%% arma::mat & probabilities
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(classifyWithProb, c, classifyWithProb(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
%% TODO:
-%% input: const MatType & test,
-%% arma::Row< size_t > & predictedLabels
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(classifyNoProb, c, classifyNoProb(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer)).
%% TODO:
-%% input:
-%% output: size_t classesNum
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(numClasses, c, numClasses([-integer])).
%% TODO:
-%% input:
-%% output: double tol
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(getTolerance, c, getTolerance([-float32])).
%% TODO:
-%% input:
-%% output: double& tol
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(modifyTolerance, c, modifyTolerance(+float32)).
%% TODO:
-%% input: const MatType & data,
-%% const arma::Row< size_t > & labels,
-%% const size_t numClasses,
-%% const WeakLearnerType & learner,
-%% const size_t iterations = 100,
-%% const double tolerance = 1e-6
-%%
-%% output: double upper bound training error
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(train, c, train(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, +string, +integer , +float32, [-float32])).
%% Defines the functions that get connected from main.cpp
-foreign_resource(ada_boost, [
- initModelWithTraining,
- initModelNoTraining,
- classifyWithProb,
- classifyNoProb,
- numClasses,
- getTolerance,
- modifyTolerance,
- train
- ]).
+foreign_resource(ada_boost, [ initModelWithTraining,
+ initModelNoTraining,
+ classifyWithProb,
+ classifyNoProb,
+ numClasses,
+ getTolerance,
+ modifyTolerance,
+ train]).
:- load_foreign_resource(ada_boost).
\ No newline at end of file
diff --git a/src/methods/bayesian_linear_regression/bayesian_linear_regression.pl b/src/methods/bayesian_linear_regression/bayesian_linear_regression.pl
index 526e9020436e4d933cd1e9a6360b0ad248f663b6..5b9a599648a402987cb0380084f11226d639931c 100644
--- a/src/methods/bayesian_linear_regression/bayesian_linear_regression.pl
+++ b/src/methods/bayesian_linear_regression/bayesian_linear_regression.pl
@@ -15,16 +15,93 @@
%% TODO: update Comment docs
%% definitions for the connected function and what there inputs and output arguments are
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModel, c, initModel(+integer, +integer, +integer, +float32)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(alpha, c, alpha([-integer])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(beta, c, beta([-integer])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(dataOffset, c, dataOffset(-integer, [-pointer(float_array)])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(dataScale, c, dataScale(-integer, [-pointer(float_array)])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(omega, c, omega(-integer, [-pointer(float_array)])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(predict, c, predict(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(predictWithStd, c, predictWithStd(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer, -pointer(float_array), -integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(rmse, c, rmse(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, [-integer])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(train, c, train(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(variance, c, variance([-integer])).
%% Defines what functions should be connected from main.cpp
diff --git a/src/methods/dbscan/dbscan.pl b/src/methods/dbscan/dbscan.pl
index 62c68e8961c8766a2118b60ca2fdc816b1ffbd06..473989169eb5a654bbae3f6c7d0965eb0829434a 100644
--- a/src/methods/dbscan/dbscan.pl
+++ b/src/methods/dbscan/dbscan.pl
@@ -2,7 +2,7 @@
%% requirements of library(struct)
:- load_files(library(str_decl),
- [when(compile_time), if(changed)]).
+ [when(compile_time), if(changed)]).
%% needed for using the array type
:- use_module(library(structs)).
@@ -15,19 +15,22 @@
%% definitions for the connected function
-%% input: double epsilon
+
+%% --Input--
+%% double epsilon
%% int minPoints
-%% bool batchMode (1)true / (0)false
-%% str selectionType "orderd", "random"
-%% str treeType "kd", "r", "r_star", "x", "hilbert_r", "r_plus", "r_plus_plus", "cover", "ball"
-%% mat data data(float_array), dataSize, dataRowNum
+%% bool batchMode => (1)true / (0)false
+%% str selectionType => "orderd", "random"
+%% str treeType => "kd", "r", "r_star", "x", "hilbert_r", "r_plus", "r_plus_plus", "cover", "ball"
+%% mat data => data(float_array), dataSize, dataRowNum
%%
-%% output: vec assignments assign(float_array), assignSize
-%% mat centroids cent(float_array), centColNum, centRowNum
+%% --Output--
+%% vec assignments => assign(float_array), assignSize
+%% mat centroids => cent(float_array), centColNum, centRowNum
%%
-%% description:
+%% --Description--
foreign(dbscan, c, dbscan(+float32, +integer, +integer, +string, +string, +pointer(float_array), +integer, +integer,
- -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
+ -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
%% Defines the functions that get connected from main.cpp
diff --git a/src/methods/kmeans/kmeans.pl b/src/methods/kmeans/kmeans.pl
index 6cb68c5ad5f64addbd904f1fbbf1a9b5ba91506f..7781305ea2e354a14557c422663753b83b3236f5 100644
--- a/src/methods/kmeans/kmeans.pl
+++ b/src/methods/kmeans/kmeans.pl
@@ -1,12 +1,12 @@
-:- module(kmeans, [ naiveKMeans/12,
- dualTreeKMeans/12,
- elkanKMeans/12,
- hamerlyKMeans/12,
- pellegMooreKMeans/12]).
+:- module(kmeans, [ naiveKMeans/12,
+ dualTreeKMeans/12,
+ elkanKMeans/12,
+ hamerlyKMeans/12,
+ pellegMooreKMeans/12]).
%% requirements of library(struct)
:- load_files(library(str_decl),
- [when(compile_time), if(changed)]).
+ [when(compile_time), if(changed)]).
%% needed for using the array type
:- use_module(library(structs)).
@@ -20,45 +20,55 @@
%% definitions for the connected function
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(naiveKMeans, c, naiveKMeans(+integer, +integer, +integer, +pointer(float_array), +integer, +integer, +integer,
- -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
+ -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(dualTreeKMeans, c, dualTreeKMeans(+integer, +integer, +integer, +pointer(float_array), +integer, +integer, +integer,
- -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
+ -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(elkanKMeans, c, elkanKMeans(+integer, +integer, +integer, +pointer(float_array), +integer, +integer, +integer,
- -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
+ -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(hamerlyKMeans, c, hamerlyKMeans(+integer, +integer, +integer, +pointer(float_array), +integer, +integer, +integer,
- -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
+ -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(pellegMooreKMeans, c, pellegMooreKMeans(+integer, +integer, +integer, +pointer(float_array), +integer, +integer, +integer,
- -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
+ -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
%% Defines the functions that get connected from main.cpp
-foreign_resource(kmeans, [ naiveKMeans,
- dualTreeKMeans,
- elkanKMeans,
- hamerlyKMeans,
- pellegMooreKMeans]).
+foreign_resource(kmeans, [ naiveKMeans,
+ dualTreeKMeans,
+ elkanKMeans,
+ hamerlyKMeans,
+ pellegMooreKMeans]).
:- load_foreign_resource(kmeans).
\ No newline at end of file
diff --git a/src/methods/lars/lars.pl b/src/methods/lars/lars.pl
index 2ecb176cdbed7a4638875eb85521390558195b85..f7e3aa70c0b8e7f2f048cec5c92d97a180fefdcd 100644
--- a/src/methods/lars/lars.pl
+++ b/src/methods/lars/lars.pl
@@ -1,7 +1,7 @@
:- module(lars, [initModelNoDataNoGram/4, initModelNoDataWithGram/7, initModelWithDataNoGram/10, initModelWithDataWithGram/13, activeSet/2,beta/2, betaPath/3, computeError/7, lambdaPath/2, matUtriCholFactor/3, predict/6, train/9, trainNoBetaReturn/7]).
:- load_files(library(str_decl),
- [when(compile_time), if(changed)]).
+ [when(compile_time), if(changed)]).
%% needed for using the array type and for reading from csv
:- use_module(library(structs)).
@@ -14,69 +14,108 @@
%% definitions for the connected function and what there inputs and output arguments are
-%% Funktion
-%% input const bool useCholesky, const double lambda1, const double lambda2, const double tolerance
-%% output
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelNoDataNoGram, c, initModelNoDataNoGram(+integer, +float32, +float32, +float32)).
-%% Funktion
-%% input const bool useCholesky, const arma::mat & gramMatrix, const double lambda1, const double lambda2, const double tolerance
-%% output
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelNoDataWithGram, c, initModelNoDataWithGram(+integer, +pointer(float_array), +integer, +integer, +float32, +float32, +float32)).
-%% Funktion
-%% input const arma::mat & dataMatrix, const arma::rowvec & responses, const bool transposeData, const bool useCholesky, const double lambda1, const double lambda2, const double tolerance
-%% output
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelWithDataNoGram, c, initModelWithDataNoGram(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, +integer, +float32, +float32, +float32)).
-%% Funktion
-%% input const arma::mat & dataMatrix, const arma::rowvec & responses, const bool transposeData, const bool useCholesky, const arma::mat & gramMatrix, const double lambda1, const double lambda2, const double tolerance
-%% output
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelWithDataWithGram, c, initModelWithDataWithGram(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, +integer, +pointer(float_array), +integer, +integer, +float32, +float32, +float32)).
-%% Funktion
-%% input
-%% output const std::vector<size_t>&
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(activeSet, c, activeSet(-pointer(float_array), -integer)).
-%% Funktion
-%% input
-%% output arma::vec&
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(beta, c, beta(-pointer(float_array), -integer)).
-%% Funktion
-%% input
-%% output std::vector<arma::vec>&
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(betaPath, c, betaPath(-pointer(float_array), -integer, -integer)).
-%% Funktion
-%% input: const arma::mat &data, const arma::rowvec &responses, const bool rowMajor
-%% output: double minimum cost error
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(computeError, c, computeError(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, [-integer])).
-%% Funktion
-%% input
-%% output std::vector<double>&
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(lambdaPath, c, lambdaPath(-pointer(float_array), -integer)).
-%% Funktion
-%% input
-%% output arma::mat& upper triangular cholesky factor
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(matUtriCholFactor, c, matUtriCholFactor(-pointer(float_array), -integer, -integer)).
-%% Funktion
-%% input const arma::mat &points, arma::rowvec &predictions, const bool rowMajor
-%% output
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(predict, c, predict(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer, +integer)).
-%% Funktion
-%% input const arma::mat &data, const arma::rowvec &responses, arma::vec& beta, const bool transposeData
-%% output double minimum cost error
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(train, c, train(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, -pointer(float_array), -integer, +integer, [-integer])).
-%% Funktion
-%% input const arma::mat &data, const arma::rowvec &responses, const bool transposeData
-%% output double minimum cost error
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(trainNoBetaReturn, c, trainNoBetaReturn(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, [-integer])).
diff --git a/src/methods/linear_SVM/linear_SVM.pl b/src/methods/linear_SVM/linear_SVM.pl
index feb25e598598b0c77a6385e1dbd03f28bb9d4425..d6389171e798dee5b4ca729a24f1f957301c46a5 100644
--- a/src/methods/linear_SVM/linear_SVM.pl
+++ b/src/methods/linear_SVM/linear_SVM.pl
@@ -1,9 +1,9 @@
-:- module(linear_SVM, [ initModelWithTrain/10,
- initModelNoTrain/4,
- classify/8,
- classifyPoint/3,
- computeAccuracy/6,
- train/8]).
+:- module(linear_SVM, [ initModelWithTrain/10,
+ initModelNoTrain/4,
+ classify/8,
+ classifyPoint/3,
+ computeAccuracy/6,
+ train/8]).
%% requirements of library(struct)
:- load_files(library(str_decl),
@@ -21,65 +21,61 @@
%% definitions for the connected function
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelWithTrain, c, initModelWithTrain(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer,
- +float32, +float32, +integer, +string)).
+ +float32, +float32, +integer, +string)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelNoTrain, c, initModelNoTrain( +integer, +float32, +float32, +integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(classify, c, classify(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(classifyPoint, c, classifyPoint(+pointer(float_array), +integer, [-integer])).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(computeAccuracy, c, computeAccuracy(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, [-float32])).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(train, c, train(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, +string, [-float32])).
-
-%% +integer , +float32, +string
-%% [-integer] , [-float32], [-string]
-
-%% matrix input
-%% +pointer(float_array), +integer, +integer
-
-%% array input
-%% +pointer(float_array), +integer
-
-%% matrix return
-%% -pointer(float_array), -integer, -integer
-
-%% array return
-%% -pointer(float_array), -integer
-
%% Defines the functions that get connected from main.cpp
-foreign_resource(linear_SVM, [ initModelWithTrain,
- initModelNoTrain,
- classify,
- classifyPoint,
- computeAccuracy,
- train]).
+foreign_resource(linear_SVM, [ initModelWithTrain,
+ initModelNoTrain,
+ classify,
+ classifyPoint,
+ computeAccuracy,
+ train]).
:- load_foreign_resource(linear_SVM).
\ No newline at end of file
diff --git a/src/methods/linear_regression/linear_regression.pl b/src/methods/linear_regression/linear_regression.pl
index 91115b1a8f7592310b18ca855bd267b454074670..0545550915c812d28c75a769a392d5250e94a5e8 100644
--- a/src/methods/linear_regression/linear_regression.pl
+++ b/src/methods/linear_regression/linear_regression.pl
@@ -1,7 +1,7 @@
:- module(linear_regression, [initModel/7, initModelWithWeights/9, initModelEmpty/1, computeError/6, intercept/1, lambda/1, modifyLambda/1, parameters/2, modifyParameters/2, predict/5, train/7, trainWithWeights/9]).
:- load_files(library(str_decl),
- [when(compile_time), if(changed)]).
+ [when(compile_time), if(changed)]).
%% needed for using the array type and for reading from csv
:- use_module(library(structs)).
@@ -15,17 +15,101 @@
%% TODO: update Comment docs
%% definitions for the connected function and what there inputs and output arguments are
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModel, c, initModel(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, +integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelWithWeights, c, initModelWithWeights(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +pointer(float_array), +integer, +integer, +integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelEmpty, c, initModelEmpty(+integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(computeError, c, computeError(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, [-integer])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(intercept, c, intercept([-integer])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(lambda, c, lambda([-integer])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(modifyLambda, c, modifyLambda(+integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(parameters, c, parameters([-pointer(float_array)], -integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(modifyParameters, c, modifyParameters(+pointer(float_array), +integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(predict, c, predict(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer)).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(train, c, train(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, [-integer])).
+
+%% TODO:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(trainWithWeights, c, trainWithWeights(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +pointer(float_array), +integer, +integer, [-integer])).
diff --git a/src/methods/logistic_regression/logistic_regression.pl b/src/methods/logistic_regression/logistic_regression.pl
index a24c06fb9374bb62cf361a9b1df7f266e9cbcabf..7d8c261d01e53ed850f9215a1895400a7962a2a6 100644
--- a/src/methods/logistic_regression/logistic_regression.pl
+++ b/src/methods/logistic_regression/logistic_regression.pl
@@ -1,11 +1,11 @@
-:- module(logistic_regression, [ initModelNoOptimizer/6,
- initModelWithOptimizer/7,
- classifyPoint/4,
- classifyLabels/6,
- classifyProbs/6,
- computeAccuracy/7,
- computeError/6,
- train/6]).
+:- module(logistic_regression, [ initModelNoOptimizer/6,
+ initModelWithOptimizer/7,
+ classifyPoint/4,
+ classifyLabels/6,
+ classifyProbs/6,
+ computeAccuracy/7,
+ computeError/6,
+ train/6]).
%% requirements of library(struct)
:- load_files(library(str_decl),
@@ -23,62 +23,78 @@
%% definitions for the connected function
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelNoOptimizer, c, initModelNoOptimizer(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +float32)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelWithOptimizer, c, initModelWithOptimizer(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +string, +float32)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(classifyPoint, c, classifyPoint(+pointer(float_array), +integer, +float32, [-integer])).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(classifyLabels, c, classifyLabels(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer, +float32)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(classifyProbs, c, classifyProbs(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer, -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(computeAccuracy, c, computeAccuracy(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +float32, [-float32])).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(computeError, c, computeError(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, [-float32])).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(train, c, train(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +string)).
%% Defines the functions that get connected from main.cpp
-foreign_resource(logistic_regression, [ initModelNoOptimizer,
- initModelWithOptimizer,
- classifyPoint,
- classifyLabels,
- classifyProbs,
- computeAccuracy,
- computeError,
- train]).
+foreign_resource(logistic_regression, [ initModelNoOptimizer,
+ initModelWithOptimizer,
+ classifyPoint,
+ classifyLabels,
+ classifyProbs,
+ computeAccuracy,
+ computeError,
+ train]).
:- load_foreign_resource(logistic_regression).
\ No newline at end of file
diff --git a/src/methods/mean_shift/mean_shift.pl b/src/methods/mean_shift/mean_shift.pl
index 718d23ed75134514a65f4720f6f7de6265596682..ea33c9ca52c03e821b94eaae33eda0eb9b9064ed 100644
--- a/src/methods/mean_shift/mean_shift.pl
+++ b/src/methods/mean_shift/mean_shift.pl
@@ -2,7 +2,7 @@
%% requirements of library(struct)
:- load_files(library(str_decl),
- [when(compile_time), if(changed)]).
+ [when(compile_time), if(changed)]).
%% needed for using the array type
:- use_module(library(structs)).
@@ -15,16 +15,19 @@
%% definitions for the connected function
-%% TODO:
-%% input: double radius >0
+
+%% --Input--
+%% double radius => 0
%% int maxIterations
-%% mat data data(float_array), dataSize, dataRowNum
-%% bool forceConvergence (1)true / (0)false
-%% bool useSeeds (1)true / (0)false
+%% mat data => data(float_array), dataSize, dataRowNum
+%% bool forceConvergence => (1)true / (0)false
+%% bool useSeeds => (1)true / (0)false
+%%
+%% --Output--
+%% vec assignments => assign(float_array), assignSize
+%% mat centroids => cent(float_array), centColNum, centRowNum
%%
-%% output: vec assignments assign(float_array), assignSize
-%% mat centroids cent(float_array), centColNum, centRowNum
-%% description:
+%% --Description--
foreign(meanShift, c, meanShift(+float32, +integer, +pointer(float_array), +integer, +integer, -pointer(float_array), -integer,
-pointer(float_array), -integer, -integer, +integer, +integer)).
diff --git a/src/methods/naive_bayes_classifier/naive_bayes_classifier.cpp b/src/methods/naive_bayes_classifier/naive_bayes_classifier.cpp
index 6101ee7561cbbe18f42a5efccc648f8969c1d3e4..132368cc6fd4f90424bd30c03844aad97fe26a8c 100644
--- a/src/methods/naive_bayes_classifier/naive_bayes_classifier.cpp
+++ b/src/methods/naive_bayes_classifier/naive_bayes_classifier.cpp
@@ -191,15 +191,4 @@ void variances(float **variancesMatArr, SP_integer *variancesMatColNum, SP_integ
// return the Matrix as one long Array
*variancesMatArr = convertToArray(variancesReturnMat);
-}
-
-// in file 'Code/User/snippets/javascript.json'
-/*
-{
- "For Loop": {
- "prefix": ["for", "for-const"],
- "body": ["for (const ${2:element} of ${1:array}) {", "\t$0", "}"],
- "description": "A for loop."
- }
-}
-*/
\ No newline at end of file
+}
\ No newline at end of file
diff --git a/src/methods/naive_bayes_classifier/naive_bayes_classifier.pl b/src/methods/naive_bayes_classifier/naive_bayes_classifier.pl
index 75836db4cb81d608379af8952d116e63c48e4152..3c10ceca9455edda91e1b9608d090fded1684106 100644
--- a/src/methods/naive_bayes_classifier/naive_bayes_classifier.pl
+++ b/src/methods/naive_bayes_classifier/naive_bayes_classifier.pl
@@ -1,12 +1,12 @@
-:- module(naive_bayes_classifier, [ initModelWithTrain/8,
- initModelNoTrain/3,
+:- module(naive_bayes_classifier, [ initModelWithTrain/8,
+ initModelNoTrain/3,
- classifyMatrix/8,
- means/3,
- probabilities/3,
- trainMatrix/7,
- trainPoint/3,
- variances/3]).
+ classifyMatrix/8,
+ means/3,
+ probabilities/3,
+ trainMatrix/7,
+ trainPoint/3,
+ variances/3]).
%% requirements of library(struct)
:- load_files(library(str_decl),
@@ -24,87 +24,88 @@
%% definitions for the connected function
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelWithTrain, c, initModelWithTrain(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, +integer, +float32)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(initModelNoTrain, c, initModelNoTrain(+integer, +integer, +float32)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
%%foreign(classifyPoint, c, classifyPoint(+pointer(float_array), +integer, -integer, -pointer(float_array), -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(classifyMatrix, c, classifyMatrix(+pointer(float_array), +integer, +integer, -pointer(float_array), -integer, -pointer(float_array), -integer, -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(means, c, means(-pointer(float_array), -integer, -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(probabilities, c, probabilities(-pointer(float_array), -integer, -integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(trainMatrix, c, trainMatrix(+pointer(float_array), +integer, +integer, +pointer(float_array), +integer, +integer, +integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(trainPoint, c, trainPoint(+pointer(float_array), +integer, +integer)).
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(variances, c, variances(-pointer(float_array), -integer, -integer)).
-
-
-%% +integer , +float32, +string
-%% [-integer] , [-float32], [-string]
-
-%% matrix input
-%% +pointer(float_array), +integer, +integer
-
-%% array input
-%% +pointer(float_array), +integer
-
-%% matrix return
-%% -pointer(float_array), -integer, -integer
-
-%% array return
-%% -pointer(float_array), -integer
-
%% Defines the functions that get connected from main.cpp
-foreign_resource(naive_bayes_classifier, [ initModelWithTrain,
- initModelNoTrain,
+foreign_resource(naive_bayes_classifier, [ initModelWithTrain,
+ initModelNoTrain,
- classifyMatrix,
- means,
- probabilities,
- trainMatrix,
- trainPoint,
- variances]).
+ classifyMatrix,
+ means,
+ probabilities,
+ trainMatrix,
+ trainPoint,
+ variances]).
:- load_foreign_resource(naive_bayes_classifier).
\ No newline at end of file
diff --git a/src/methods/new_method/new_method.pl b/src/methods/new_method/new_method.pl
index a31c4f8d432256cb110a0c68146b7eb3ea873454..760dc35cb964987df4c14121d3891e1b9dc63a22 100644
--- a/src/methods/new_method/new_method.pl
+++ b/src/methods/new_method/new_method.pl
@@ -2,7 +2,7 @@
%% requirements of library(struct)
:- load_files(library(str_decl),
- [when(compile_time), if(changed)]).
+ [when(compile_time), if(changed)]).
%% needed for using the array type
:- use_module(library(structs)).
@@ -16,9 +16,11 @@
%% definitions for the connected function
%% TODO:
-%% input:
-%% output:
-%% description:
+%% --Input--
+%%
+%% --Output--
+%%
+%% --Description--
foreign(function, c, function(arguments)).