diff --git a/Python/rerf/rerfClassifier.py b/Python/rerf/rerfClassifier.py index 2c403a29..4865ff70 100644 --- a/Python/rerf/rerfClassifier.py +++ b/Python/rerf/rerfClassifier.py @@ -41,11 +41,12 @@ class rerfClassifier(BaseEstimator, ClassifierMixin): Parameters ---------- projection_matrix : str, optional (default: "RerF") - The random combination of features to use: either "RerF", "Base", or - "S-RerF". "RerF" randomly combines features for each `mtry`. Base - is our implementation of Random Forest. "S-RerF" is structured RerF, - combining multiple features together in random patches. - See Tomita et al. (2016) [#Tomita]_ for further details. + The random combination of features to use: either "RerF", "Base", + "MORF", or "MORF-3D". "RerF" randomly combines features for each + `mtry`. Base is our implementation of Random Forest. "MORF" is + structured RerF, combining multiple features together in random patches. + See Tomita et al. (2016) [#Tomita]_ for further details. "MORF-3D" + is the 3 dimensional extension of MORF. n_estimators : int, optional (default: 500) Number of trees in forest. @@ -85,19 +86,26 @@ class rerfClassifier(BaseEstimator, ClassifierMixin): Random seed to use. If None, set seed to ``np.random.randint(1, 1000000)``. image_height : int, optional (default=None) - S-RerF required parameter. Image height of each observation. + MORF required parameter. Image height of each observation. image_width : int, optional (default=None) - S-RerF required parameter. Width of each observation. + MORF required parameter. Image width of each observation. + image_depth : int, optional (default=None) + MORF required parameter. Image depth of each observation. patch_height_max : int, optional (default=max(2, floor(sqrt(image_height)))) - S-RerF parameter. Maximum image patch height to randomly select from. + MORF parameter. Maximum image patch height to randomly select from. If None, set to ``max(2, floor(sqrt(image_height)))``. patch_height_min : int, optional (default=1) - S-RerF parameter. Minimum image patch height to randomly select from. + MORF parameter. Minimum image patch height to randomly select from. patch_width_max : int, optional (default=max(2, floor(sqrt(image_width)))) - S-RerF parameter. Maximum image patch width to randomly select from. + MORF parameter. Maximum image patch width to randomly select from. If None, set to ``max(2, floor(sqrt(image_width)))``. patch_width_min : int, optional (default=1) - S-RerF parameter. Minimum image patch height to randomly select from. + MORF parameter. Minimum image patch width to randomly select from. + patch_depth_max : int, optional (default=max(2, floor(sqrt(image_depth)))) + MORF parameter. Maximum image patch depth to randomly select from. + If None, set to ``max(2, floor(sqrt(image_depth)))``. + patch_depth_min : int, optional (default=1) + MORF parameter. Minimum image patch depth to randomly select from. Returns ------- @@ -147,10 +155,13 @@ def __init__( random_state=None, image_height=None, image_width=None, + image_depth=None, patch_height_max=None, patch_height_min=1, patch_width_max=None, patch_width_min=1, + patch_depth_max=None, + patch_depth_min=1, ): self.projection_matrix = projection_matrix self.n_estimators = n_estimators @@ -165,10 +176,13 @@ def __init__( # s-rerf params self.image_height = image_height self.image_width = image_width + self.image_depth = image_depth self.patch_height_max = patch_height_max self.patch_height_min = patch_height_min self.patch_width_max = patch_width_max self.patch_width_min = patch_width_min + self.patch_depth_max = patch_depth_max + self.patch_depth_min = patch_depth_min def fit(self, X, y): """Fit estimator. @@ -230,10 +244,10 @@ def fit(self, X, y): else: forestType = "binnedBaseTern" self.method_to_use_ = 1 - elif self.projection_matrix == "S-RerF": + elif self.projection_matrix == "MORF": if self.oob_score: warn( - "OOB is not currently implemented for the S-RerF" + "OOB is not currently implemented for the MORF" " algorithm. Continuing with oob_score = False.", RuntimeWarning, stacklevel=2, @@ -277,6 +291,68 @@ def fit(self, X, y): self.forest_.setParameter("patchHeightMin", self.patch_height_min_) self.forest_.setParameter("patchWidthMax", self.patch_width_max_) self.forest_.setParameter("patchWidthMin", self.patch_width_min_) + elif self.projection_matrix == "MORF-3D": + if self.oob_score: + warn( + "OOB is not currently implemented for the MORF-3D" + " algorithm. Continuing with oob_score = False.", + RuntimeWarning, + stacklevel=2, + ) + self.oob_score = False + + forestType = "binnedBaseTern" # this should change + self.method_to_use_ = 3 + # Check that image_height and image_width are divisors of + # the num_features. This is the most we can do to + # prevent an invalid value being passed in. + if (num_features % self.image_height) != 0: + raise ValueError("Incorrect image_height given:") + else: + self.image_height_ = self.image_height + self.forest_.setParameter("imageHeight", self.image_height_) + if (num_features % self.image_width) != 0: + raise ValueError("Incorrect image_width given:") + else: + self.image_width_ = self.image_width + self.forest_.setParameter("imageWidth", self.image_width_) + if (num_features % self.image_depth) != 0: + raise ValueError("Incorrect image_depth given:") + else: + self.image_depth_ = self.image_depth + self.forest_.setParameter("imageDepth", self.image_depth_) + # If patch_height_{min, max} and patch_width_{min, max} are + # not set by the user, set them to defaults. + if self.patch_height_max is None: + self.patch_height_max_ = max(2, floor(sqrt(self.image_height_))) + else: + self.patch_height_max_ = self.patch_height_max + if self.patch_width_max is None: + self.patch_width_max_ = max(2, floor(sqrt(self.image_width_))) + else: + self.patch_width_max_ = self.patch_width_max + if self.patch_depth_max is None: + self.patch_depth_max_ = max(2, floor(sqrt(self.image_depth_))) + else: + self.patch_depth_max_ = self.patch_depth_max + if 1 <= self.patch_height_min <= self.patch_height_max_: + self.patch_height_min_ = self.patch_height_min + else: + raise ValueError("Incorrect patch_height_min") + if 1 <= self.patch_width_min <= self.patch_width_max_: + self.patch_width_min_ = self.patch_width_min + else: + raise ValueError("Incorrect patch_width_min") + if 1 <= self.patch_depth_min <= self.patch_depth_max_: + self.patch_depth_min_ = self.patch_depth_min + else: + raise ValueError("Incorrect patch_depth_min") + self.forest_.setParameter("patchHeightMax", self.patch_height_max_) + self.forest_.setParameter("patchHeightMin", self.patch_height_min_) + self.forest_.setParameter("patchWidthMax", self.patch_width_max_) + self.forest_.setParameter("patchWidthMin", self.patch_width_min_) + self.forest_.setParameter("patchDepthMax", self.patch_depth_max_) + self.forest_.setParameter("patchDepthMin", self.patch_depth_min_) else: raise ValueError("Incorrect projection matrix") self.forest_.setParameter("forestType", forestType) diff --git a/Python/tests/test_rerfClassifier.py b/Python/tests/test_rerfClassifier.py index cb479b18..29b844b6 100644 --- a/Python/tests/test_rerfClassifier.py +++ b/Python/tests/test_rerfClassifier.py @@ -5,6 +5,7 @@ import re import numpy as np +import pandas as pd import pytest from sklearn import datasets, metrics from sklearn.utils.validation import check_random_state @@ -115,7 +116,7 @@ def test_s_rerf(): y_train = y[: n // 2] clf = rerfClassifier( - projection_matrix="S-RerF", image_height=8, image_width=8, n_estimators=10 + projection_matrix="MORF", image_height=8, image_width=8, n_estimators=10 ) clf.fit(X_train, y_train) @@ -142,6 +143,45 @@ def test_s_rerf(): assert clf.patch_height_min_ == 1 +def test_s_rerf_3d(): + #blob0 = np.random.multivariate_normal([1,1,1], np.eye((3), 100).reshape(100,-1) + #blob1 = np.random.multivariate_normal([-1,-1,-1], np.eye((3), 100).reshape(100,-1) + #X = np.vstack((blob0,blob1)) + #Y = np.array([0]*100 + [1]*100).reshape(-1,1) + mat = pd.read_csv("../../packedForest/res/cifar_01.csv", header=None).values + X = mat[:,1:].reshape(200,32,32,3) + np.swapaxes(X, 1, -1) + X = X.reshape(200,-1) + Y = mat[:,0] + + clf = rerfClassifier( + projection_matrix="MORF-3D", image_height=32, image_width=32, image_depth=3, n_estimators=10 + ) + clf.fit(X, Y) + score = clf.score(X, Y) + assert score > 0.5 + + assert hasattr(clf, "image_height") + assert hasattr(clf, "image_width") + assert hasattr(clf, "image_depth") + assert hasattr(clf, "patch_width_max") + assert hasattr(clf, "patch_width_min") + assert hasattr(clf, "patch_depth_max") + assert hasattr(clf, "patch_depth_min") + assert hasattr(clf, "patch_height_max") + assert hasattr(clf, "patch_height_min") + + assert clf.image_height == 32 + assert clf.image_width == 32 + assert clf.image_depth == 3 + assert clf.patch_height_max_ == math.floor(math.sqrt(32)) + assert clf.patch_height_min_ == 1 + assert clf.patch_width_max_ == math.floor(math.sqrt(32)) + assert clf.patch_width_min_ == 1 + assert clf.patch_depth_max_ == 2 + assert clf.patch_depth_min_ == 1 + + def check_iris_criterion(projection_matrix): # Check consistency on dataset iris. diff --git a/packedForest/res/cifar_01.csv b/packedForest/res/cifar_01.csv new file mode 100644 index 00000000..f581ca2a --- /dev/null +++ b/packedForest/res/cifar_01.csv @@ -0,0 +1,200 @@ 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diff --git a/packedForest/src/forestTypes/binnedTree/processingNodeBin.h b/packedForest/src/forestTypes/binnedTree/processingNodeBin.h index f0e7a2e9..a61eb357 100644 --- a/packedForest/src/forestTypes/binnedTree/processingNodeBin.h +++ b/packedForest/src/forestTypes/binnedTree/processingNodeBin.h @@ -81,7 +81,7 @@ namespace fp{ inline void calcMtryForNode(std::vector& featuresToTry){ featuresToTry.resize(fpSingleton::getSingleton().returnMtry()); int methodToUse = fpSingleton::getSingleton().returnMethodToUse(); - assert(methodToUse == 1 || methodToUse == 2); + assert(methodToUse == 1 || methodToUse == 2 || methodToUse == 3); switch(methodToUse){ case 1:{ @@ -92,6 +92,10 @@ namespace fp{ randMatImagePatch(featuresToTry, paramsRandMatImagePatch()); break; } + case 3:{ + randMatVolumePatch(featuresToTry, paramsRandMatVolumePatch()); + break; + } } } @@ -176,6 +180,80 @@ namespace fp{ } // END randMatStructured + inline std::vector > paramsRandMatVolumePatch(){ + // Preset parameters + const int& imageHeight = fpSingleton::getSingleton().returnImageHeight(); + const int& imageWidth = fpSingleton::getSingleton().returnImageWidth(); + const int& imageDepth = fpSingleton::getSingleton().returnImageDepth(); + + const int& patchHeightMax = fpSingleton::getSingleton().returnPatchHeightMax(); + const int& patchWidthMax = fpSingleton::getSingleton().returnPatchWidthMax(); + const int& patchDepthMax = fpSingleton::getSingleton().returnPatchDepthMax(); + const int& patchHeightMin = fpSingleton::getSingleton().returnPatchHeightMin(); + const int& patchWidthMin = fpSingleton::getSingleton().returnPatchWidthMin(); + const int& patchDepthMin = fpSingleton::getSingleton().returnPatchDepthMin(); + + // A vector of vectors that specifies the parameters + // for each patch: < , , , > + std::vector > heightWidthDepthTop(4, std::vector(fpSingleton::getSingleton().returnMtry())); + int deltaH; + int deltaW; + int deltaD; + int topLeftSeed; + // The weight is currently hard-coded to 1. + + // Loop over mtry to load random patch dimensions + // and top left position. + for (int k = 0; k < fpSingleton::getSingleton().returnMtry(); k++){ + + heightWidthDepthTop[0][k] = randNum->gen(patchHeightMax - patchHeightMin + 1) + patchHeightMin; //sample from [patchHeightMin, patchHeightMax] + heightWidthDepthTop[1][k] = randNum->gen(patchWidthMax - patchWidthMin + 1) + patchWidthMin; //sample from [patchWidthMin, patchWidthMax] + heightWidthDepthTop[2][k] = randNum->gen(patchDepthMax - patchDepthMin + 1) + patchDepthMin; //sample from [patchDepthMin, patchDepthMax] + // Using the above, 1-pixel patches are possible ... [JLP] + + // compute the difference between the image dimensions and the current random patch dimensions for sampling + deltaH = imageHeight - heightWidthDepthTop[0][k] + 1; + deltaW = imageWidth - heightWidthDepthTop[1][k] + 1; + deltaD = imageDepth - heightWidthDepthTop[2][k] + 1; + + // Sample the top left pixel from the available pixels (due to buffering). + topLeftSeed = randNum->gen(deltaH * deltaW * deltaD); + + // Convert the top-left-seed value to it's appropriate index in the full image. + heightWidthDepthTop[3][k] = (topLeftSeed % deltaW) + (imageWidth * floor(topLeftSeed / deltaW)) \ + + (imageWidth * imageHeight * floor(topLeftSeed / (deltaW * deltaH))); + + assert((heightWidthDepthTop[3][k] % imageWidth) < deltaW); // check that TopLeft pixel is in the correct column. + assert((int)(heightWidthDepthTop[3][k] / imageWidth) < deltaH); // check that TopLeft pixel is in the correct row. + assert((int)(heightWidthDepthTop[3][k] / (imageWidth * imageHeight)) < deltaD);// check that TopLeft pixel is in the correct slice. + } + + return(heightWidthDepthTop); + } // End paramsRandMatVolumePatch + + + inline void randMatVolumePatch(std::vector& featuresToTry, std::vector > patchPositions){ + assert((int)(patchPositions[0].size()) == fpSingleton::getSingleton().returnMtry()); + + // Preset parameters + const int& imageHeight = fpSingleton::getSingleton().returnImageHeight(); + const int& imageWidth = fpSingleton::getSingleton().returnImageWidth(); + + int pixelIndex = -1; + for (int k = 0; k < fpSingleton::getSingleton().returnMtry(); k++){ + for (int slice=0; slice < patchPositions[2][k]; slice++) { + for (int row = 0; row < patchPositions[0][k]; row++) { + for (int col = 0; col < patchPositions[1][k]; col++) { + pixelIndex = patchPositions[3][k] + col + (imageWidth * row) + (imageWidth * imageHeight * slice); + featuresToTry[k].returnFeatures().push_back(pixelIndex); + featuresToTry[k].returnWeights().push_back(1); // weight hard-coded to 1. + } + } + } // Could possibly turn this into one for-loop somehow later. [JLP] + } + } // END randMatStructured + + inline void resetLeftNode(){ propertiesOfLeftNode.resetClassTotals(); } @@ -223,8 +301,8 @@ namespace fp{ typename std::vector >::iterator zipIterator = zipIters.returnZipBegin(); for(int classNum = 0; classNum < fpSingleton::getSingleton().returnNumClasses(); ++classNum){ - int sizeToPrefetch = globalPrefetchSize; - if(nodeIndices.returnEndIterator(classNum) - nodeIndices.returnBeginIterator(classNum) < 32){ + int sizeToPrefetch = globalPrefetchSize; + if(nodeIndices.returnEndIterator(classNum) - nodeIndices.returnBeginIterator(classNum) < 32){ sizeToPrefetch = nodeIndices.returnEndIterator(classNum) - nodeIndices.returnBeginIterator(classNum); } @@ -243,7 +321,7 @@ namespace fp{ ++zipIterator; } - } + } } @@ -255,8 +333,8 @@ namespace fp{ for(int classNum = 0; classNum < fpSingleton::getSingleton().returnNumClasses(); ++classNum){ - int sizeToPrefetch = globalPrefetchSize; - if(nodeIndices.returnEndIterator(classNum) - nodeIndices.returnBeginIterator(classNum) < 32){ + int sizeToPrefetch = globalPrefetchSize; + if(nodeIndices.returnEndIterator(classNum) - nodeIndices.returnBeginIterator(classNum) < 32){ sizeToPrefetch = nodeIndices.returnEndIterator(classNum) - nodeIndices.returnBeginIterator(classNum); } @@ -297,8 +375,8 @@ namespace fp{ for(int classNum = 0; classNum < fpSingleton::getSingleton().returnNumClasses(); ++classNum){ - int sizeToPrefetch = globalPrefetchSize; - if(nodeIndices.returnEndIterator(classNum) - nodeIndices.returnBeginIterator(classNum) < 32){ + int sizeToPrefetch = globalPrefetchSize; + if(nodeIndices.returnEndIterator(classNum) - nodeIndices.returnBeginIterator(classNum) < 32){ sizeToPrefetch = nodeIndices.returnEndIterator(classNum) - nodeIndices.returnBeginIterator(classNum); } @@ -370,7 +448,7 @@ namespace fp{ std::vector::iterator higherValueIndices = nodeIndices.returnEndIterator(i); std::vector::iterator smallerNumberIndex = nodeIndices.returnBeginIterator(i); - T aggregator; + T aggregator; for(; lowerValueIndices < higherValueIndices; ++lowerValueIndices){ aggregator = 0; for(auto i : fMtry){ @@ -393,7 +471,7 @@ namespace fp{ std::vector::iterator higherValueIndices = nodeIndices.returnEndIterator(i); std::vector::iterator smallerNumberIndex = nodeIndices.returnBeginIterator(i); - T aggregator; + T aggregator; int weightNum; for(; lowerValueIndices < higherValueIndices; ++lowerValueIndices){ aggregator = 0; @@ -423,7 +501,7 @@ namespace fp{ public: processingNodeBin(int tr, int pN, int d, randomNumberRerFMWC& randNumBin): treeNum(tr), parentNodeNumber(pN), depth(d), propertiesOfThisNode(fpSingleton::getSingleton().returnNumClasses()), propertiesOfLeftNode(fpSingleton::getSingleton().returnNumClasses()),propertiesOfRightNode(fpSingleton::getSingleton().returnNumClasses()),nodeIndices(fpSingleton::getSingleton().returnNumClasses()){ - randNum = &randNumBin; + randNum = &randNumBin; } @@ -472,7 +550,7 @@ namespace fp{ } inline bool impurityImproved(){ - return bestSplit.returnImpurity() < propertiesOfThisNode.returnImpurity(); + return bestSplit.returnImpurity() < propertiesOfThisNode.returnImpurity(); } @@ -640,6 +718,14 @@ namespace fp{ inline void randMatImagePatchTest(std::vector& featuresToTry, std::vector > patchPositions){ return(randMatImagePatch(featuresToTry, patchPositions)); } + + inline std::vector > paramsRandMatVolumePatchTest(){ + return(paramsRandMatVolumePatch()); + } + + inline void randMatVolumePatchTest(std::vector& featuresToTry, std::vector > patchPositions){ + return(randMatVolumePatch(featuresToTry, patchPositions)); + } }; }//namespace fp diff --git a/packedForest/src/fp.cpp b/packedForest/src/fp.cpp index 580cf94a..fd63b354 100644 --- a/packedForest/src/fp.cpp +++ b/packedForest/src/fp.cpp @@ -92,6 +92,22 @@ int main(int argc, char* argv[]) { case 14: forest.setParameter("forestType", "urerf"); break; + case 15: + forest.setParameter("forestType", "binnedBaseTern"); + forest.setParameter("numTreeBins", numCores); + forest.setParameter("methodToUse", 3); + forest.setParameter("imageHeight", 32); + forest.setParameter("imageWidth", 32); + forest.setParameter("imageDepth", 3); + forest.setParameter("patchHeightMax", 5); + forest.setParameter("patchHeightMin", 5); + forest.setParameter("patchWidthMax", 5); + forest.setParameter("patchWidthMin", 5); + forest.setParameter("patchDepthMax", 3); + forest.setParameter("patchDepthMin", 3); + std::cout << "\nForcing dataset to be CIFAR:\n"; + dataSet = 7; + break; default: std::cout << "unknown alg selected" << std::endl; @@ -125,6 +141,10 @@ int main(int argc, char* argv[]) { forest.setParameter("CSVFileName", "../experiments/res/p53.csv"); forest.setParameter("columnWithY", 5408); break; + case 7: + forest.setParameter("CSVFileName", "res/cifar_01.csv"); + forest.setParameter("columnWithY", 0); + break; default: std::cout << "unknown dataset selected" << std::endl; return -1; diff --git a/packedForest/src/fpSingleton/fpInfo.h b/packedForest/src/fpSingleton/fpInfo.h index 26ec4ef4..087dab15 100644 --- a/packedForest/src/fpSingleton/fpInfo.h +++ b/packedForest/src/fpSingleton/fpInfo.h @@ -33,10 +33,13 @@ namespace fp { // For Structured-RerF int imageHeight; int imageWidth; + int imageDepth; int patchHeightMin; int patchHeightMax; + int patchDepthMax; int patchWidthMin; int patchWidthMax; + int patchDepthMin; int numberOfNodes; int maxDepth; @@ -72,7 +75,7 @@ namespace fp { numberOfNodes=0; maxDepth=std::numeric_limits::max(); sumLeafNodeDepths=0; - fractionOfFeaturesToTest=-1.0; + fractionOfFeaturesToTest=-1.0; binSize=0; numCores=1; seed=-1; @@ -80,10 +83,13 @@ namespace fp { methodToUse = 1; // Should this default to 1? imageHeight = 0; imageWidth = 0; + imageDepth = 0; patchHeightMin = 0; patchHeightMax = 0; + patchDepthMax = 0; patchWidthMin = 0; patchWidthMax = 0; + patchDepthMin = 0; forestType.clear(); CSVFileName.clear(); //initRandom(); @@ -132,7 +138,7 @@ namespace fp { inline int returnMaxDepth() const{ return maxDepth; } - + inline int returnNumFeatures() const{ return numFeatures; } @@ -205,22 +211,33 @@ namespace fp { return imageWidth; } - inline int returnPatchHeightMax(){ - return patchHeightMax; + inline int returnImageDepth(){ + return imageDepth; } - inline int returnPatchHeightMin(){ - return patchHeightMin; + inline int returnPatchHeightMax(){ + return patchHeightMax; } inline int returnPatchWidthMax(){ return patchWidthMax; } + inline int returnPatchDepthMax(){ + return patchDepthMax; + } + + inline int returnPatchHeightMin(){ + return patchHeightMin; + } + inline int returnPatchWidthMin(){ return patchWidthMin; } + inline int returnPatchDepthMin(){ + return patchDepthMin; + } //////////////////////////////////////// //Random Number Generator @@ -324,21 +341,27 @@ namespace fp { useRowMajor = (bool)parameterValue; }else if(parameterName == "methodToUse"){ methodToUse = parameterValue; - if(!(methodToUse == 1 || methodToUse == 2)){ - throw std::runtime_error("methodToUse outside allowable parameters {1,2}."); + if(!(methodToUse == 1 || methodToUse == 2 || methodToUse == 3)){ + throw std::runtime_error("methodToUse outside allowable parameters {1,2,3}."); } }else if(parameterName == "imageHeight"){ imageHeight = parameterValue; }else if(parameterName == "imageWidth"){ imageWidth = parameterValue; + }else if(parameterName == "imageDepth"){ + imageDepth = parameterValue; }else if(parameterName == "patchHeightMax"){ patchHeightMax = parameterValue; - }else if(parameterName == "patchHeightMin"){ - patchHeightMin = parameterValue; }else if(parameterName == "patchWidthMax"){ patchWidthMax = parameterValue; + }else if(parameterName == "patchDepthMax"){ + patchDepthMax = parameterValue; + }else if(parameterName == "patchHeightMin"){ + patchHeightMin = parameterValue; }else if(parameterName == "patchWidthMin"){ patchWidthMin = parameterValue; + }else if(parameterName == "patchDepthMin"){ + patchDepthMin = parameterValue; }else { throw std::runtime_error("Unknown parameter type.(int)"); } @@ -366,10 +389,13 @@ namespace fp { if(methodToUse == 2){ std::cout << "imageHeight -> " << imageHeight << "\n"; std::cout << "imageWidth -> " << imageWidth << "\n"; + std::cout << "imageDepth -> " << imageDepth << "\n"; std::cout << "patchHeightMax -> " << patchHeightMax << "\n"; - std::cout << "patchHeightMin -> " << patchHeightMin << "\n"; std::cout << "patchWidthMax -> " << patchWidthMax << "\n"; + std::cout << "patchDepthMax -> " << patchDepthMax << "\n"; + std::cout << "patchHeightMin -> " << patchHeightMin << "\n"; std::cout << "patchWidthMin -> " << patchWidthMin << "\n"; + std::cout << "patchDepthMin -> " << patchDepthMin << "\n"; } } diff --git a/packedForest/src/fpSingleton/fpSingleton.h b/packedForest/src/fpSingleton/fpSingleton.h index 6de961dc..35a16309 100644 --- a/packedForest/src/fpSingleton/fpSingleton.h +++ b/packedForest/src/fpSingleton/fpSingleton.h @@ -190,7 +190,7 @@ namespace fp { inline void checkDataDependentParameters(){ // For Structured RerF - if(fpForestInfo.returnMethodToUse() == 2){ + if(fpForestInfo.returnMethodToUse() >= 2){ if((fpSingleton::getSingleton().returnNumFeatures() % fpSingleton::getSingleton().returnImageHeight()) != 0){ throw std::runtime_error("Specified image height is not a multiple of the number of features." ); } @@ -216,6 +216,20 @@ namespace fp { throw std::runtime_error("Specified patchWidthMin is <= 0." ); } } + if(fpForestInfo.returnMethodToUse() == 3){ + if((fpSingleton::getSingleton().returnNumFeatures() % fpSingleton::getSingleton().returnImageDepth()) != 0){ + throw std::runtime_error("Specified image depth is not a multiple of the number of features." ); + } + if(fpSingleton::getSingleton().returnPatchDepthMax() < fpSingleton::getSingleton().returnPatchDepthMin()){ + throw std::runtime_error("Specified patchDepthMax is less than patchDepthMin." ); + } + if(fpSingleton::getSingleton().returnPatchDepthMax() > fpSingleton::getSingleton().returnImageDepth()){ + throw std::runtime_error("Specified patchDepthMax is greater than the image depth." ); + } + if(fpSingleton::getSingleton().returnPatchDepthMin() <= 0){ + throw std::runtime_error("Specified patchDepthMin is <= 0." ); + } + } } @@ -234,22 +248,34 @@ namespace fp { return fpForestInfo.returnImageWidth(); } - inline int returnPatchHeightMax(){ - return fpForestInfo.returnPatchHeightMax(); + inline int returnImageDepth(){ + return fpForestInfo.returnImageDepth(); } - inline int returnPatchHeightMin(){ - return fpForestInfo.returnPatchHeightMin(); + inline int returnPatchHeightMax(){ + return fpForestInfo.returnPatchHeightMax(); } inline int returnPatchWidthMax(){ return fpForestInfo.returnPatchWidthMax(); } + inline int returnPatchDepthMax(){ + return fpForestInfo.returnPatchDepthMax(); + } + + inline int returnPatchHeightMin(){ + return fpForestInfo.returnPatchHeightMin(); + } + inline int returnPatchWidthMin(){ return fpForestInfo.returnPatchWidthMin(); } + inline int returnPatchDepthMin(){ + return fpForestInfo.returnPatchDepthMin(); + } + private: //These are singleton specific methods fpSingleton(){} diff --git a/packedForest/test/fpTests/binnedForest/processingNodeBinTest.h b/packedForest/test/fpTests/binnedForest/processingNodeBinTest.h index 7777e826..a2c8f23a 100644 --- a/packedForest/test/fpTests/binnedForest/processingNodeBinTest.h +++ b/packedForest/test/fpTests/binnedForest/processingNodeBinTest.h @@ -162,6 +162,75 @@ TEST(processingNodeBinTest, checkStructuredRerF_2d) } } +TEST(processingNodeBinTest, checkStructuredRerF_3d) +{ + std::srand(std::time(0)); + std::string p1 = "CSVFileName"; + std::string p2 = "../res/cifar01.csv"; + fpSingleton::getSingleton().setParameter(p1, p2); + fpSingleton::getSingleton().setParameter("mtry", 1); + fpSingleton::getSingleton().setParameter("methodToUse", 3); + fpSingleton::getSingleton().setParameter("imageHeight", 32); + fpSingleton::getSingleton().setParameter("imageWidth", 32); + fpSingleton::getSingleton().setParameter("imageDepth", 3); + fpSingleton::getSingleton().setParameter("patchHeightMax", 32); + fpSingleton::getSingleton().setParameter("patchHeightMin", 1); + fpSingleton::getSingleton().setParameter("patchWidthMax", 32); + fpSingleton::getSingleton().setParameter("patchWidthMin", 1); + fpSingleton::getSingleton().setParameter("patchDepthMax", 3); + fpSingleton::getSingleton().setParameter("patchDepthMin", 1); + std::cout << "Loading CIFAR data: " << std::endl; + fpSingleton::getSingleton().loadData(); + fpSingleton::getSingleton().setDataDependentParameters(); + fpSingleton::getSingleton().checkDataDependentParameters(); + + int numFeatures = fpSingleton::getSingleton().returnNumFeatures(); + + std::vector wf; + randomNumberRerFMWC randNumGen; + processingNodeBin procNB(1, 1, 1, randNumGen); + + // Get the 32x32x3 patch at the top left and make sure we don't fall + // off the edge. + wf.resize(fpSingleton::getSingleton().returnMtry()); + EXPECT_EQ((int)wf.size(), fpSingleton::getSingleton().returnMtry()); + + const std::vector > patchParams { {32}, {32}, {3}, {0} } ; + procNB.randMatVolumePatchTest(wf, patchParams); + + int groundTruthPixelIndex = 0; + for (auto i : wf) { + for (auto j : i.returnFeatures()) { + EXPECT_EQ(j, groundTruthPixelIndex++); + } + } + + // Get the 5x5x2 patch on the lower right edge of the image. + // (32*32) + (32*27) + 27 = 1915 + // check that we don't fall off the edge. + std::vector wf2; + wf2.resize(fpSingleton::getSingleton().returnMtry()); + const std::vector > patchParams2 { {5}, {5}, {2}, {1915} }; + procNB.randMatVolumePatchTest(wf2, patchParams2); + + std::vector groundTruth {1915, 1916, 1917, 1918, 1919, + 1947, 1948, 1949, 1950, 1951, + 1979, 1980, 1981, 1982, 1983, + 2011, 2012, 2013, 2014, 2015, + 2043, 2044, 2045, 2046, 2047, + 2939, 2940, 2941, 2942, 2943,//slice 2 + 2971, 2972, 2973, 2974, 2975, + 3003, 3004, 3005, 3006, 3007, + 3035, 3036, 3037, 3038, 3039, + 3067, 3068, 3069, 3070, 3071}; + + int count = 0; + for (auto i : wf2) { + for (auto j : i.returnFeatures()) { + EXPECT_EQ(j, groundTruth[count++]); + } + } +} TEST(processingNodeBinTest, paramRandMatImagePatch_Test) {