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authorEric Dao <eric@erickhangdao.com>2023-05-12 14:09:07 -0400
committerEric Dao <eric@erickhangdao.com>2023-05-12 14:09:07 -0400
commit191e4bd8beae134295d481773823142d2fdc6a98 (patch)
treeaaca4e7f8e229f9bd551d9bb1583b8ecd7a59d4a /OASIS/C/inc/ekd_svm.h
parent186daed7e179241377c117e9d208ccd301d4d712 (diff)
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refactored tool chain setup, able to debug and run from vscode nowHEADmaster
Diffstat (limited to 'OASIS/C/inc/ekd_svm.h')
-rw-r--r--OASIS/C/inc/ekd_svm.h40
1 files changed, 0 insertions, 40 deletions
diff --git a/OASIS/C/inc/ekd_svm.h b/OASIS/C/inc/ekd_svm.h
deleted file mode 100644
index 259eb5c..0000000
--- a/OASIS/C/inc/ekd_svm.h
+++ /dev/null
@@ -1,40 +0,0 @@
-#ifndef EKD_SVM_H
-#define EKD_SVM_H
-
-#include <stdint.h>
-#include <stdio.h>
-#include <stdlib.h>
-#include <string.h>
-#include <math.h>
-#include <float.h>
-
-#include "ekd_pca.h"
-#include "ekd_blas.h"
-
-#define NUM_DNEG_IMAGES 134
-#define NUM_DPOS_IMAGES 99
-#define NUM_IMAGES 233
-#define IMAGE_WIDTH 144
-#define IMAGE_HEIGHT 176
-#define FEATURE_VECTOR_SIZE 25344
-#define MAX_SVM_PASSES 100
-#define GAMMA 0.9
-#define SVM_TOLERANCE 1e-3
-
-void svm_preprocess(float** input_matrix, uint32_t rows, uint32_t cols);
-float rbf_kernel(float* sample_1, float* sample_2, uint32_t features, float gamma);
-void kernel_matrix_transform(float** input_matrix, float** resultant_matrix, uint32_t samples, uint32_t features, float gamma);
-void kernel_row_transform(float** input_matrix, float* query_row, float* resultant_row, uint32_t samples, uint32_t features, float gamma);
-float get_error(uint32_t index, float* alphas, float** kernel_matrix, int32_t* labels, uint32_t num_samples);
-uint32_t find_second_alpha(uint32_t first_index, float first_error_val, float* alphas, float** kernel_matrix, int32_t* labels, uint32_t num_samples);
-void calculate_bounds(float first_label, float second_label, float first_alpha, float second_alpha, float penalty, float* lower_bound, float* upper_bound);
-float clip_second_alpha_new(float second_alpha_new, float lower_bound, float upper_bound);
-void update_alphas(float first_alpha_new, float second_alpha_new, float* alphas, uint32_t first_index, uint32_t second_index);
-float calculate_bias(float first_error_val, float second_error_val, float first_alpha_new, float first_alpha, float second_alpha_new, float second_alpha, float kernel_val_ii, float kernel_val_ij, float kernel_val_jj, float first_label, float second_label, float penalty);
-void update_errors(float* errors, uint32_t num_samples, uint32_t first_index, uint32_t second_index, float first_label, float second_label, float first_alpha_new, float first_alpha, float second_alpha_new, float second_alpha, float* bias, float** kernel_matrix);
-uint8_t optimize_alphas(uint32_t first_index, uint32_t second_index, float* alphas, float* bias, float* errors, float** kernel_matrix, int32_t* labels, uint32_t num_samples, float penalty);
-uint8_t verify_kkt(uint32_t first_index, float tolerance, float* alphas, float* bias, float* errors, float** kernel_matrix, int32_t* labels, uint32_t num_samples, float penalty);
-void train_svm(float** data_matrix, uint32_t samples, uint32_t features, float* alphas, float* bias, int32_t* labels, float penalty);
-float test_svm(float** data_test, int32_t* labels_test, uint32_t num_test, uint32_t num_components, float* alphas, float bias);
-
-#endif /* EKD_SVM_H */ \ No newline at end of file