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authorJianyi Cheng <jcheng@Jianyis-Beast.home.ukb>2020-06-12 13:02:33 +0100
committerJianyi Cheng <jcheng@Jianyis-Beast.home.ukb>2020-06-12 13:02:33 +0100
commitcb1d47636f9bb9adbdfb3f18982417b746b2bf40 (patch)
tree56fb65f7590b4ed73d714d3bfc8ce8e6e4594e51 /benchmarks
parentc54b32a91427e5342ce5ffa94b2398a2fcb8c144 (diff)
downloadvericert-cb1d47636f9bb9adbdfb3f18982417b746b2bf40.tar.gz
vericert-cb1d47636f9bb9adbdfb3f18982417b746b2bf40.zip
Adding benchmarks to branch_jc
Diffstat (limited to 'benchmarks')
-rw-r--r--benchmarks/README.md14
-rw-r--r--benchmarks/fft/fft.c432
-rw-r--r--benchmarks/fft/fft.h61
-rw-r--r--benchmarks/fft/generate.c43
-rw-r--r--benchmarks/fft/test.c36
-rw-r--r--benchmarks/getTanh/getTanh.cpp115
-rw-r--r--benchmarks/jacob_2d/jacob_2d.cpp121
-rw-r--r--benchmarks/jacob_2d/jacob_2d.h80
-rw-r--r--benchmarks/kmeans/lloyds_algorithm_top.cpp326
-rw-r--r--benchmarks/kmeans/lloyds_algorithm_top.h112
-rw-r--r--benchmarks/kmeans/lloyds_algorithm_util.cpp258
-rw-r--r--benchmarks/kmeans/lloyds_algorithm_util.h33
-rw-r--r--benchmarks/sobel/input.h16967
-rw-r--r--benchmarks/sobel/output.h514
-rw-r--r--benchmarks/sobel/sobel.c77
15 files changed, 19189 insertions, 0 deletions
diff --git a/benchmarks/README.md b/benchmarks/README.md
new file mode 100644
index 0000000..7b58302
--- /dev/null
+++ b/benchmarks/README.md
@@ -0,0 +1,14 @@
+Hi,
+
+I have collected a set of benchmarks that you may be interested. The main idea is to run the exsiting HLS benchmarks to see if they work - they can only test correctness for a single set of input by a customised test bench.
+
+* jacob_2d: a benchmark from Polybench
+* sobel: a benchmark from LegUp HLS
+* getTanh: a benchmark from DASS
+* fft: a benchmark from MachSuite
+* KMeans: a benchmark from Felix's work
+
+Note all the benchmark set above (links included in the source code) should be all synthesisable in you case, so youmay be show coverage instead of a single benchmark.
+
+Best,
+Jianyi
diff --git a/benchmarks/fft/fft.c b/benchmarks/fft/fft.c
new file mode 100644
index 0000000..00ae886
--- /dev/null
+++ b/benchmarks/fft/fft.c
@@ -0,0 +1,432 @@
+// source: https://github.com/tc466/machsuite/tree/a7d831882d931009d4135f0c4d3f642f782ef897/fft/transpose
+
+/*
+Copyright (c) 2011, UT-Battelle, LLC
+Copyright (c) 2014, the President and Fellows of Harvard College
+All rights reserved.
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+* Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+* Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+* Neither the name of Oak Ridge National Laboratory, nor UT-Battelle, LLC, nor
+ the names of its contributors may be used to endorse or promote products
+ derived from this software without specific prior written permission.
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
+ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
+WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+Implementations based on:
+V. Volkov and B. Kazian. Fitting fft onto the g80 architecture. 2008.
+*/
+
+#include "fft.h"
+
+//////BEGIN TWIDDLES ////////
+#define THREADS 64
+#define cmplx_M_x(a_x, a_y, b_x, b_y) (a_x*b_x - a_y *b_y)
+#define cmplx_M_y(a_x, a_y, b_x, b_y) (a_x*b_y + a_y *b_x)
+#define cmplx_MUL_x(a_x, a_y, b_x, b_y ) (a_x*b_x - a_y*b_y)
+#define cmplx_MUL_y(a_x, a_y, b_x, b_y ) (a_x*b_y + a_y*b_x)
+#define cmplx_mul_x(a_x, a_y, b_x, b_y) (a_x*b_x - a_y*b_y)
+#define cmplx_mul_y(a_x, a_y, b_x, b_y) (a_x*b_y + a_y*b_x)
+#define cmplx_add_x(a_x, b_x) (a_x + b_x)
+#define cmplx_add_y(a_y, b_y) (a_y + b_y)
+#define cmplx_sub_x(a_x, b_x) (a_x - b_x)
+#define cmplx_sub_y(a_y, b_y) (a_y - b_y)
+#define cm_fl_mul_x(a_x, b) (b*a_x)
+#define cm_fl_mul_y(a_y, b) (b*a_y)
+
+void twiddles8(TYPE a_x[8], TYPE a_y[8], int i, int n){
+ int reversed8[8] = {0,4,2,6,1,5,3,7};
+ int j;
+ TYPE phi, tmp, phi_x, phi_y;
+
+ for(j=1; j < 8; j++){
+ phi = ((-2*PI*reversed8[j]/n)*i);
+ phi_x = cos(phi);
+ phi_y = sin(phi);
+ tmp = a_x[j];
+ a_x[j] = cmplx_M_x(a_x[j], a_y[j], phi_x, phi_y);
+ a_y[j] = cmplx_M_y(tmp, a_y[j], phi_x, phi_y);
+ }
+}
+////END TWIDDLES ////
+
+#define FF2(a0_x, a0_y, a1_x, a1_y){ \
+ TYPE c0_x = *a0_x; \
+ TYPE c0_y = *a0_y; \
+ *a0_x = cmplx_add_x(c0_x, *a1_x); \
+ *a0_y = cmplx_add_y(c0_y, *a1_y); \
+ *a1_x = cmplx_sub_x(c0_x, *a1_x); \
+ *a1_y = cmplx_sub_y(c0_y, *a1_y); \
+}
+
+#define FFT4(a0_x, a0_y, a1_x, a1_y, a2_x, a2_y, a3_x, a3_y){ \
+ TYPE exp_1_44_x; \
+ TYPE exp_1_44_y; \
+ TYPE tmp; \
+ exp_1_44_x = 0.0; \
+ exp_1_44_y = -1.0; \
+ FF2( a0_x, a0_y, a2_x, a2_y); \
+ FF2( a1_x, a1_y, a3_x, a3_y); \
+ tmp = *a3_x; \
+ *a3_x = *a3_x*exp_1_44_x-*a3_y*exp_1_44_y; \
+ *a3_y = tmp*exp_1_44_y - *a3_y*exp_1_44_x; \
+ FF2( a0_x, a0_y, a1_x, a1_y ); \
+ FF2( a2_x, a2_y, a3_x, a3_y ); \
+}
+
+#define FFT8(a_x, a_y) \
+{ \
+ TYPE exp_1_8_x, exp_1_4_x, exp_3_8_x; \
+ TYPE exp_1_8_y, exp_1_4_y, exp_3_8_y; \
+ TYPE tmp_1, tmp_2; \
+ exp_1_8_x = 1; \
+ exp_1_8_y = -1; \
+ exp_1_4_x = 0; \
+ exp_1_4_y = -1; \
+ exp_3_8_x = -1; \
+ exp_3_8_y = -1; \
+ FF2( &a_x[0], &a_y[0], &a_x[4], &a_y[4]); \
+ FF2( &a_x[1], &a_y[1], &a_x[5], &a_y[5]); \
+ FF2( &a_x[2], &a_y[2], &a_x[6], &a_y[6]); \
+ FF2( &a_x[3], &a_y[3], &a_x[7], &a_y[7]); \
+ tmp_1 = a_x[5]; \
+ a_x[5] = cm_fl_mul_x( cmplx_mul_x(a_x[5], a_y[5], exp_1_8_x, exp_1_8_y), M_SQRT1_2 ); \
+ a_y[5] = cm_fl_mul_y( cmplx_mul_y(tmp_1, a_y[5], exp_1_8_x, exp_1_8_y) , M_SQRT1_2 ); \
+ tmp_1 = a_x[6]; \
+ a_x[6] = cmplx_mul_x( a_x[6], a_y[6], exp_1_4_x , exp_1_4_y); \
+ a_y[6] = cmplx_mul_y( tmp_1, a_y[6], exp_1_4_x , exp_1_4_y); \
+ tmp_1 = a_x[7]; \
+ a_x[7] = cm_fl_mul_x( cmplx_mul_x(a_x[7], a_y[7], exp_3_8_x, exp_3_8_y), M_SQRT1_2 ); \
+ a_y[7] = cm_fl_mul_y( cmplx_mul_y(tmp_1, a_y[7], exp_3_8_x, exp_3_8_y) , M_SQRT1_2 ); \
+ FFT4( &a_x[0], &a_y[0], &a_x[1], &a_y[1], &a_x[2], &a_y[2], &a_x[3], &a_y[3] ); \
+ FFT4( &a_x[4], &a_y[4], &a_x[5], &a_y[5], &a_x[6], &a_y[6], &a_x[7], &a_y[7] ); \
+}
+
+void loadx8(TYPE a_x[], TYPE x[], int offset, int sx){
+ a_x[0] = x[0*sx+offset];
+ a_x[1] = x[1*sx+offset];
+ a_x[2] = x[2*sx+offset];
+ a_x[3] = x[3*sx+offset];
+ a_x[4] = x[4*sx+offset];
+ a_x[5] = x[5*sx+offset];
+ a_x[6] = x[6*sx+offset];
+ a_x[7] = x[7*sx+offset];
+}
+
+void loady8(TYPE a_y[], TYPE x[], int offset, int sx){
+ a_y[0] = x[0*sx+offset];
+ a_y[1] = x[1*sx+offset];
+ a_y[2] = x[2*sx+offset];
+ a_y[3] = x[3*sx+offset];
+ a_y[4] = x[4*sx+offset];
+ a_y[5] = x[5*sx+offset];
+ a_y[6] = x[6*sx+offset];
+ a_y[7] = x[7*sx+offset];
+}
+
+void fft1D_512(TYPE work_x[512], TYPE work_y[512]){
+ int tid, hi, lo, i, j, stride;
+ int reversed[] = {0,4,2,6,1,5,3,7};
+ TYPE DATA_x[THREADS*8];
+ TYPE DATA_y[THREADS*8];
+
+ TYPE data_x[ 8 ];
+ TYPE data_y[ 8 ];
+
+ TYPE smem[8*8*9];
+
+ stride = THREADS;
+
+ //Do it all at once...
+loop1 : for(tid = 0; tid < THREADS; tid++){
+ //GLOBAL_LOAD...
+ data_x[0] = work_x[0*stride+tid];
+ data_x[1] = work_x[1*stride+tid];
+ data_x[2] = work_x[2*stride+tid];
+ data_x[3] = work_x[3*stride+tid];
+ data_x[4] = work_x[4*stride+tid];
+ data_x[5] = work_x[5*stride+tid];
+ data_x[6] = work_x[6*stride+tid];
+ data_x[7] = work_x[7*stride+tid];
+
+ data_y[0] = work_y[0*stride+tid];
+ data_y[1] = work_y[1*stride+tid];
+ data_y[2] = work_y[2*stride+tid];
+ data_y[3] = work_y[3*stride+tid];
+ data_y[4] = work_y[4*stride+tid];
+ data_y[5] = work_y[5*stride+tid];
+ data_y[6] = work_y[6*stride+tid];
+ data_y[7] = work_y[7*stride+tid];
+
+ //First 8 point FFT...
+ FFT8(data_x, data_y);
+
+ //First Twiddle
+ twiddles8(data_x, data_y, tid, 512);
+
+ //save for fence
+ DATA_x[tid*8] = data_x[0];
+ DATA_x[tid*8 + 1] = data_x[1];
+ DATA_x[tid*8 + 2] = data_x[2];
+ DATA_x[tid*8 + 3] = data_x[3];
+ DATA_x[tid*8 + 4] = data_x[4];
+ DATA_x[tid*8 + 5] = data_x[5];
+ DATA_x[tid*8 + 6] = data_x[6];
+ DATA_x[tid*8 + 7] = data_x[7];
+
+ DATA_y[tid*8] = data_y[0];
+ DATA_y[tid*8 + 1] = data_y[1];
+ DATA_y[tid*8 + 2] = data_y[2];
+ DATA_y[tid*8 + 3] = data_y[3];
+ DATA_y[tid*8 + 4] = data_y[4];
+ DATA_y[tid*8 + 5] = data_y[5];
+ DATA_y[tid*8 + 6] = data_y[6];
+ DATA_y[tid*8 + 7] = data_y[7];
+ }
+ int sx, offset;
+ sx = 66;
+loop2 : for(tid = 0; tid < 64; tid++){
+ hi = tid>>3;
+ lo = tid&7;
+ offset = hi*8+lo;
+ smem[0*sx+offset] = DATA_x[tid*8 + 0];
+ smem[4*sx+offset] = DATA_x[tid*8 + 1];
+ smem[1*sx+offset] = DATA_x[tid*8 + 4];
+ smem[5*sx+offset] = DATA_x[tid*8 + 5];
+ smem[2*sx+offset] = DATA_x[tid*8 + 2];
+ smem[6*sx+offset] = DATA_x[tid*8 + 3];
+ smem[3*sx+offset] = DATA_x[tid*8 + 6];
+ smem[7*sx+offset] = DATA_x[tid*8 + 7];
+ }
+ sx = 8;
+loop3 : for(tid = 0; tid < 64; tid++){
+ hi = tid>>3;
+ lo = tid&7;
+ offset = lo*66+hi;
+
+ DATA_x[tid*8 +0] = smem[0*sx+offset];
+ DATA_x[tid*8 +4] = smem[4*sx+offset];
+ DATA_x[tid*8 +1] = smem[1*sx+offset];
+ DATA_x[tid*8 +5] = smem[5*sx+offset];
+ DATA_x[tid*8 +2] = smem[2*sx+offset];
+ DATA_x[tid*8 +6] = smem[6*sx+offset];
+ DATA_x[tid*8 +3] = smem[3*sx+offset];
+ DATA_x[tid*8 +7] = smem[7*sx+offset];
+ }
+
+ sx = 66;
+loop4 : for(tid = 0; tid < 64; tid++){
+ hi = tid>>3;
+ lo = tid&7;
+ offset = hi*8+lo;
+
+ smem[0*sx+offset] = DATA_y[tid*8 + 0];
+ smem[4*sx+offset] = DATA_y[tid*8 + 1];
+ smem[1*sx+offset] = DATA_y[tid*8 + 4];
+ smem[5*sx+offset] = DATA_y[tid*8 + 5];
+ smem[2*sx+offset] = DATA_y[tid*8 + 2];
+ smem[6*sx+offset] = DATA_y[tid*8 + 3];
+ smem[3*sx+offset] = DATA_y[tid*8 + 6];
+ smem[7*sx+offset] = DATA_y[tid*8 + 7];
+ }
+
+loop5 : for(tid = 0; tid < 64; tid++){
+ data_y[0] = DATA_y[tid*8 + 0];
+ data_y[1] = DATA_y[tid*8 + 1];
+ data_y[2] = DATA_y[tid*8 + 2];
+ data_y[3] = DATA_y[tid*8 + 3];
+ data_y[4] = DATA_y[tid*8 + 4];
+ data_y[5] = DATA_y[tid*8 + 5];
+ data_y[6] = DATA_y[tid*8 + 6];
+ data_y[7] = DATA_y[tid*8 + 7];
+
+ hi = tid>>3;
+ lo = tid&7;
+
+ loady8(data_y, smem, lo*66+hi, 8);
+
+ DATA_y[tid*8] = data_y[0];
+ DATA_y[tid*8 + 1] = data_y[1];
+ DATA_y[tid*8 + 2] = data_y[2];
+ DATA_y[tid*8 + 3] = data_y[3];
+ DATA_y[tid*8 + 4] = data_y[4];
+ DATA_y[tid*8 + 5] = data_y[5];
+ DATA_y[tid*8 + 6] = data_y[6];
+ DATA_y[tid*8 + 7] = data_y[7];
+ }
+
+loop6 : for(tid = 0; tid < 64; tid++){
+ data_x[0] = DATA_x[tid*8 + 0];
+ data_x[1] = DATA_x[tid*8 + 1];
+ data_x[2] = DATA_x[tid*8 + 2];
+ data_x[3] = DATA_x[tid*8 + 3];
+ data_x[4] = DATA_x[tid*8 + 4];
+ data_x[5] = DATA_x[tid*8 + 5];
+ data_x[6] = DATA_x[tid*8 + 6];
+ data_x[7] = DATA_x[tid*8 + 7];
+
+ data_y[0] = DATA_y[tid*8 + 0];
+ data_y[1] = DATA_y[tid*8 + 1];
+ data_y[2] = DATA_y[tid*8 + 2];
+ data_y[3] = DATA_y[tid*8 + 3];
+ data_y[4] = DATA_y[tid*8 + 4];
+ data_y[5] = DATA_y[tid*8 + 5];
+ data_y[6] = DATA_y[tid*8 + 6];
+ data_y[7] = DATA_y[tid*8 + 7];
+
+ //Second FFT8...
+ FFT8(data_x, data_y);
+
+ //Calculate hi for second twiddle calculation...
+ hi = tid>>3;
+
+ //Second twiddles calc, use hi and 64 stride version as defined in G80/SHOC...
+ twiddles8(data_x, data_y, hi, 64);
+
+ //Save for final transpose...
+ DATA_x[tid*8] = data_x[0];
+ DATA_x[tid*8 + 1] = data_x[1];
+ DATA_x[tid*8 + 2] = data_x[2];
+ DATA_x[tid*8 + 3] = data_x[3];
+ DATA_x[tid*8 + 4] = data_x[4];
+ DATA_x[tid*8 + 5] = data_x[5];
+ DATA_x[tid*8 + 6] = data_x[6];
+ DATA_x[tid*8 + 7] = data_x[7];
+
+ DATA_y[tid*8] = data_y[0];
+ DATA_y[tid*8 + 1] = data_y[1];
+ DATA_y[tid*8 + 2] = data_y[2];
+ DATA_y[tid*8 + 3] = data_y[3];
+ DATA_y[tid*8 + 4] = data_y[4];
+ DATA_y[tid*8 + 5] = data_y[5];
+ DATA_y[tid*8 + 6] = data_y[6];
+ DATA_y[tid*8 + 7] = data_y[7];
+ }
+
+ //Transpose..
+ sx = 72;
+loop7 : for(tid = 0; tid < 64; tid++){
+ hi = tid>>3;
+ lo = tid&7;
+ offset = hi*8+lo;
+ smem[0*sx+offset] = DATA_x[tid*8 + 0];
+ smem[4*sx+offset] = DATA_x[tid*8 + 1];
+ smem[1*sx+offset] = DATA_x[tid*8 + 4];
+ smem[5*sx+offset] = DATA_x[tid*8 + 5];
+ smem[2*sx+offset] = DATA_x[tid*8 + 2];
+ smem[6*sx+offset] = DATA_x[tid*8 + 3];
+ smem[3*sx+offset] = DATA_x[tid*8 + 6];
+ smem[7*sx+offset] = DATA_x[tid*8 + 7];
+ }
+
+ sx = 8;
+loop8 : for(tid = 0; tid < 64; tid++){
+ hi = tid>>3;
+ lo = tid&7;
+ offset = hi*72+lo;
+
+ DATA_x[tid*8 +0] = smem[0*sx+offset];
+ DATA_x[tid*8 +4] = smem[4*sx+offset];
+ DATA_x[tid*8 +1] = smem[1*sx+offset];
+ DATA_x[tid*8 +5] = smem[5*sx+offset];
+ DATA_x[tid*8 +2] = smem[2*sx+offset];
+ DATA_x[tid*8 +6] = smem[6*sx+offset];
+ DATA_x[tid*8 +3] = smem[3*sx+offset];
+ DATA_x[tid*8 +7] = smem[7*sx+offset];
+ }
+
+ sx = 72;
+loop9 : for(tid = 0; tid < 64; tid++){
+ hi = tid>>3;
+ lo = tid&7;
+ offset = hi*8+lo;
+
+ smem[0*sx+offset] = DATA_y[tid*8 + 0];
+ smem[4*sx+offset] = DATA_y[tid*8 + 1];
+ smem[1*sx+offset] = DATA_y[tid*8 + 4];
+ smem[5*sx+offset] = DATA_y[tid*8 + 5];
+ smem[2*sx+offset] = DATA_y[tid*8 + 2];
+ smem[6*sx+offset] = DATA_y[tid*8 + 3];
+ smem[3*sx+offset] = DATA_y[tid*8 + 6];
+ smem[7*sx+offset] = DATA_y[tid*8 + 7];
+ }
+
+loop10 : for(tid = 0; tid < 64; tid++){
+ data_y[0] = DATA_y[tid*8 + 0];
+ data_y[1] = DATA_y[tid*8 + 1];
+ data_y[2] = DATA_y[tid*8 + 2];
+ data_y[3] = DATA_y[tid*8 + 3];
+ data_y[4] = DATA_y[tid*8 + 4];
+ data_y[5] = DATA_y[tid*8 + 5];
+ data_y[6] = DATA_y[tid*8 + 6];
+ data_y[7] = DATA_y[tid*8 + 7];
+
+ hi = tid>>3;
+ lo = tid&7;
+
+ loady8(data_y, smem, hi*72+lo, 8);
+
+ DATA_y[tid*8 + 0] = data_y[0];
+ DATA_y[tid*8 + 1] = data_y[1];
+ DATA_y[tid*8 + 2] = data_y[2];
+ DATA_y[tid*8 + 3] = data_y[3];
+ DATA_y[tid*8 + 4] = data_y[4];
+ DATA_y[tid*8 + 5] = data_y[5];
+ DATA_y[tid*8 + 6] = data_y[6];
+ DATA_y[tid*8 + 7] = data_y[7];
+ }
+
+loop11 : for(tid = 0; tid < 64; tid++){
+ //Load post-trans
+ data_y[0] = DATA_y[tid*8];
+ data_y[1] = DATA_y[tid*8 + 1];
+ data_y[2] = DATA_y[tid*8 + 2];
+ data_y[3] = DATA_y[tid*8 + 3];
+ data_y[4] = DATA_y[tid*8 + 4];
+ data_y[5] = DATA_y[tid*8 + 5];
+ data_y[6] = DATA_y[tid*8 + 6];
+ data_y[7] = DATA_y[tid*8 + 7];
+
+ data_x[0] = DATA_x[tid*8];
+ data_x[1] = DATA_x[tid*8 + 1];
+ data_x[2] = DATA_x[tid*8 + 2];
+ data_x[3] = DATA_x[tid*8 + 3];
+ data_x[4] = DATA_x[tid*8 + 4];
+ data_x[5] = DATA_x[tid*8 + 5];
+ data_x[6] = DATA_x[tid*8 + 6];
+ data_x[7] = DATA_x[tid*8 + 7];
+
+ //Final 8pt FFT...
+ FFT8(data_x, data_y);
+
+ //Global store
+ work_x[0*stride+tid] = data_x[reversed[0]];
+ work_x[1*stride+tid] = data_x[reversed[1]];
+ work_x[2*stride+tid] = data_x[reversed[2]];
+ work_x[3*stride+tid] = data_x[reversed[3]];
+ work_x[4*stride+tid] = data_x[reversed[4]];
+ work_x[5*stride+tid] = data_x[reversed[5]];
+ work_x[6*stride+tid] = data_x[reversed[6]];
+ work_x[7*stride+tid] = data_x[reversed[7]];
+
+ work_y[0*stride+tid] = data_y[reversed[0]];
+ work_y[1*stride+tid] = data_y[reversed[1]];
+ work_y[2*stride+tid] = data_y[reversed[2]];
+ work_y[3*stride+tid] = data_y[reversed[3]];
+ work_y[4*stride+tid] = data_y[reversed[4]];
+ work_y[5*stride+tid] = data_y[reversed[5]];
+ work_y[6*stride+tid] = data_y[reversed[6]];
+ work_y[7*stride+tid] = data_y[reversed[7]];
+ }
+}
diff --git a/benchmarks/fft/fft.h b/benchmarks/fft/fft.h
new file mode 100644
index 0000000..4773894
--- /dev/null
+++ b/benchmarks/fft/fft.h
@@ -0,0 +1,61 @@
+/*
+Copyright (c) 2011, UT-Battelle, LLC
+Copyright (c) 2014, the President and Fellows of Harvard College
+All rights reserved.
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+* Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+* Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+* Neither the name of Oak Ridge National Laboratory, nor UT-Battelle, LLC, nor
+ the names of its contributors may be used to endorse or promote products
+ derived from this software without specific prior written permission.
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
+ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
+WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+Implementations based on:
+V. Volkov and B. Kazian. Fitting fft onto the g80 architecture. 2008.
+*/
+
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#define TYPE double
+//#define TYPE int
+
+typedef struct complex_t {
+ TYPE x;
+ TYPE y;
+} complex;
+
+#define PI 3.1415926535
+#ifndef M_SQRT1_2
+#define M_SQRT1_2 0.70710678118654752440f
+#endif
+void fft1D_512(TYPE work_x[512], TYPE work_y[512]);
+
+////////////////////////////////////////////////////////////////////////////////
+// Test harness interface code.
+
+struct bench_args_t {
+ TYPE work_x[512];
+ TYPE work_y[512];
+};
+int INPUT_SIZE = sizeof(struct bench_args_t);
+
+void run_benchmark( void *vargs ) {
+ struct bench_args_t *args = (struct bench_args_t *)vargs;
+ fft1D_512( args->work_x, args->work_y);
+}
+
+//////////////////////////////////////////////////////////////////////////////// \ No newline at end of file
diff --git a/benchmarks/fft/generate.c b/benchmarks/fft/generate.c
new file mode 100644
index 0000000..f5135e2
--- /dev/null
+++ b/benchmarks/fft/generate.c
@@ -0,0 +1,43 @@
+#include <stdlib.h>
+#include <stdio.h>
+#include <string.h>
+#include <sys/types.h>
+#include <sys/stat.h>
+#include <fcntl.h>
+#include <unistd.h>
+#include <assert.h>
+
+#include "fft.h"
+// Fake benchmark function to satisfy the extern
+void fft1D_512(double data_x[512], double data_y[512]){ }
+
+void generate_binary()
+{
+ struct bench_args_t data;
+ char *ptr;
+ int status, i, fd, written=0;
+
+ // Fill data structure
+ srandom(1);
+ for(i=0; i<512; i++){
+ data.work_x[i] = (double)random();
+ data.work_y[i] = (double)random();
+ }
+
+ // Open and write
+ fd = open("input.data", O_WRONLY|O_CREAT|O_TRUNC, S_IRUSR|S_IWUSR|S_IRGRP|S_IWGRP|S_IROTH|S_IWOTH);
+ assert( fd>0 && "Couldn't open input data file" );
+
+ ptr = (char *) &data;
+ while( written<sizeof(data) ) {
+ status = write( fd, ptr, sizeof(data)-written );
+ assert( status>=0 && "Couldn't write input data file" );
+ written += status;
+ }
+}
+
+int main(int argc, char **argv)
+{
+ generate_binary();
+ return 0;
+} \ No newline at end of file
diff --git a/benchmarks/fft/test.c b/benchmarks/fft/test.c
new file mode 100644
index 0000000..3717e51
--- /dev/null
+++ b/benchmarks/fft/test.c
@@ -0,0 +1,36 @@
+#include "fft.h"
+
+int main(){
+ TYPE a_x[512];
+ TYPE a_y[512];
+ int i;
+ float max, min;
+ max = 2147483646.0;
+ min = -2147483646.0;
+
+ for( i = 0; i < 512; i++){
+ a_x[i] = (TYPE)(i);//(TYPE)(((double) rand() / (RAND_MAX)) * (max-min) + min);//i;
+ a_y[i] = (TYPE)(i);//(((double) rand() / (RAND_MAX)) * (max-min) + min);//i;
+ }
+
+ printf("ORIG!\n");
+ for( i = 0; i < 512; i++){
+ printf("x = %f y = %f \n", a_x[i], a_y[i]);
+ }
+
+ fft1D_512(a_x, a_y);
+
+ printf("OUTPUT\n");
+ for( i = 0; i < 512; i++){
+ printf("x = %f y = %f \n", a_x[i], a_y[i]);
+ }
+
+ fft1D_512(a_x, a_y);
+
+ printf("NORMAL\n");
+ for( i = 0; i < 512; i++){
+ printf("x = %f y = %f \n", a_x[i]/512, a_y[i]/512);
+ }
+
+ return 0;
+} \ No newline at end of file
diff --git a/benchmarks/getTanh/getTanh.cpp b/benchmarks/getTanh/getTanh.cpp
new file mode 100644
index 0000000..cdb1d24
--- /dev/null
+++ b/benchmarks/getTanh/getTanh.cpp
@@ -0,0 +1,115 @@
+/*
+
+ Function Name: getTanh
+ Description: This function takes one input array and generates getTanh result for each elements.
+ Source: https://github.com/JianyiCheng/HLS-benchmarks/blob/master/DSS/getTanh/src/inlined.cpp
+
+*/
+
+void getTanh(int A[1000], int atanh[12], int sinh[5], int cosh[5]){
+ int i;
+
+ // the result is positive or negative
+ int is_neg;
+ // Input angle
+ int beta;
+ // Output of the hyperbolic CORDIC block
+ int outputcosh, outputsinh;
+ // Result of tanh, sinh and cosh
+ int result;
+ // Token for the repetition of the 4th iteration
+ //char token4 = 0;
+ // Approximation of cosh(beta) and sinh(beta)
+ int x = 0x1351;
+ int y = 0;
+ int x_new;
+ int j, k;
+ int index_trigo;
+ int result_cosh, result_sinh;
+
+ for (i = 0; i < 1000; i++){
+ beta = A[i];
+
+ // Implement approximate range of the hyperbolic CORDIC block
+ if (beta >= 20480) {
+ result = 4096; // Saturation effect
+ } else {
+ if (beta >= 16384) {
+ index_trigo = 4;
+ } else if (beta >= 12288) {
+ index_trigo = 3;
+ } else if (beta >= 8192) {
+ index_trigo = 2;
+ } else if (beta >= 4096) {
+ index_trigo = 1;
+ } else {
+ index_trigo = 0;
+ }
+ beta = beta - index_trigo * 4096;
+ // Call to the hyperbolic CORDIC block
+ x = 0x1351;
+ y = 0;
+ fp_hyp_cordic:
+ for (k = 1; k <= 12; k++) {
+ // force the 3k+1 th iteration to be repeated
+ if (((k%3)==1) &&( k!=1 )){
+ for (j=1;j<=2;j++){
+ // beta<0 anti-clockwise rotation
+ if (beta < 0) {
+ x_new = x - (y >> k);
+ y -= x >> k;
+ beta += atanh[k - 1];
+ }
+ // beta>0 clockwise rotation
+ else {
+ x_new = x + (y >> k);
+ y += (x >> k);
+ beta -= atanh[k - 1];
+ }
+ x = x_new;
+ }
+ }
+ else {
+ if (beta < 0) {
+ x_new = x - (y >> k);
+ y -= x >> k;
+ beta += atanh[k - 1];
+ }
+ // beta>0 clockwise rotation
+ else {
+ x_new = x + (y >> k);
+ y += (x >> k);
+ beta -= atanh[k - 1];
+ }
+ x = x_new;
+ }
+ }
+ outputcosh = x;
+ outputsinh = y;
+
+ // Trigonometric rules application
+ result_cosh = (sinh[index_trigo] * outputcosh + cosh[index_trigo] * outputsinh);
+ result_sinh = (cosh[index_trigo] * outputcosh + sinh[index_trigo] * outputsinh) >> 12;
+ result = result_cosh / result_sinh;
+ }
+
+ A[i] = result;
+ }
+
+}
+
+int main(){
+
+ int atanh[12] = { 0x08C9, 0x0416, 0x0202, 0x0100, 0x0080, 0x0064, 0x0032, 0x0010, 0x0008, 0x0004, 0x0002, 0x0001 };
+ int cosh[5] = { 0x1000, 0x18B0, 0x3C31, 0xA115, 0x1B4EE};
+ int sinh[5] = { 0x0, 0x12CD, 0x3A07, 0xA049, 0x1B4A3};
+
+ int A[1000];
+
+ for (int i = 0; i < 1000; i++)
+ A[i] = i; // here you can change your input data as you wish.
+
+
+ getTanh(A, atanh, sinh, cosh);
+
+} \ No newline at end of file
diff --git a/benchmarks/jacob_2d/jacob_2d.cpp b/benchmarks/jacob_2d/jacob_2d.cpp
new file mode 100644
index 0000000..0902db6
--- /dev/null
+++ b/benchmarks/jacob_2d/jacob_2d.cpp
@@ -0,0 +1,121 @@
+
+/**
+ * This version is stamped on May 10, 2016
+ *
+ * Contact:
+ * Louis-Noel Pouchet <pouchet.ohio-state.edu>
+ * Tomofumi Yuki <tomofumi.yuki.fr>
+ *
+ * Web address: http://polybench.sourceforge.net
+ */
+/* jacobi-2d.c: this file is part of PolyBench/C */
+
+#include <stdio.h>
+#include <unistd.h>
+#include <string.h>
+#include <math.h>
+
+/* Include polybench common header. */
+#include <polybench.h>
+
+/* Include benchmark-specific header. */
+#include "jacobi-2d.h"
+
+
+/* Array initialization. */
+static
+void init_array (int n,
+ DATA_TYPE POLYBENCH_2D(A,N,N,n,n),
+ DATA_TYPE POLYBENCH_2D(B,N,N,n,n))
+{
+ int i, j;
+
+ for (i = 0; i < n; i++)
+ for (j = 0; j < n; j++)
+ {
+ A[i][j] = ((DATA_TYPE) i*(j+2) + 2) / n;
+ B[i][j] = ((DATA_TYPE) i*(j+3) + 3) / n;
+ }
+}
+
+
+/* DCE code. Must scan the entire live-out data.
+ Can be used also to check the correctness of the output. */
+static
+void print_array(int n,
+ DATA_TYPE POLYBENCH_2D(A,N,N,n,n))
+
+{
+ int i, j;
+
+ POLYBENCH_DUMP_START;
+ POLYBENCH_DUMP_BEGIN("A");
+ for (i = 0; i < n; i++)
+ for (j = 0; j < n; j++) {
+ if ((i * n + j) % 20 == 0) fprintf(POLYBENCH_DUMP_TARGET, "\n");
+ fprintf(POLYBENCH_DUMP_TARGET, DATA_PRINTF_MODIFIER, A[i][j]);
+ }
+ POLYBENCH_DUMP_END("A");
+ POLYBENCH_DUMP_FINISH;
+}
+
+
+/* Main computational kernel. The whole function will be timed,
+ including the call and return. */
+static
+void kernel_jacobi_2d(int tsteps,
+ int n,
+ DATA_TYPE POLYBENCH_2D(A,N,N,n,n),
+ DATA_TYPE POLYBENCH_2D(B,N,N,n,n))
+{
+ int t, i, j;
+
+#pragma scop
+ for (t = 0; t < _PB_TSTEPS; t++)
+ {
+ for (i = 1; i < _PB_N - 1; i++)
+ for (j = 1; j < _PB_N - 1; j++)
+ B[i][j] = SCALAR_VAL(0.2) * (A[i][j] + A[i][j-1] + A[i][1+j] + A[1+i][j] + A[i-1][j]);
+ for (i = 1; i < _PB_N - 1; i++)
+ for (j = 1; j < _PB_N - 1; j++)
+ A[i][j] = SCALAR_VAL(0.2) * (B[i][j] + B[i][j-1] + B[i][1+j] + B[1+i][j] + B[i-1][j]);
+ }
+#pragma endscop
+
+}
+
+
+int main(int argc, char** argv)
+{
+ /* Retrieve problem size. */
+ int n = N;
+ int tsteps = TSTEPS;
+
+ /* Variable declaration/allocation. */
+ POLYBENCH_2D_ARRAY_DECL(A, DATA_TYPE, N, N, n, n);
+ POLYBENCH_2D_ARRAY_DECL(B, DATA_TYPE, N, N, n, n);
+
+
+ /* Initialize array(s). */
+ init_array (n, POLYBENCH_ARRAY(A), POLYBENCH_ARRAY(B));
+
+ /* Start timer. */
+ polybench_start_instruments;
+
+ /* Run kernel. */
+ kernel_jacobi_2d(tsteps, n, POLYBENCH_ARRAY(A), POLYBENCH_ARRAY(B));
+
+ /* Stop and print timer. */
+ polybench_stop_instruments;
+ polybench_print_instruments;
+
+ /* Prevent dead-code elimination. All live-out data must be printed
+ by the function call in argument. */
+ polybench_prevent_dce(print_array(n, POLYBENCH_ARRAY(A)));
+
+ /* Be clean. */
+ POLYBENCH_FREE_ARRAY(A);
+ POLYBENCH_FREE_ARRAY(B);
+
+ return 0;
+}
diff --git a/benchmarks/jacob_2d/jacob_2d.h b/benchmarks/jacob_2d/jacob_2d.h
new file mode 100644
index 0000000..ca0d4d3
--- /dev/null
+++ b/benchmarks/jacob_2d/jacob_2d.h
@@ -0,0 +1,80 @@
+/**
+ * This version is stamped on May 10, 2016
+ *
+ * Contact:
+ * Louis-Noel Pouchet <pouchet.ohio-state.edu>
+ * Tomofumi Yuki <tomofumi.yuki.fr>
+ *
+ * Web address: http://polybench.sourceforge.net
+ */
+#ifndef _JACOBI_2D_H
+# define _JACOBI_2D_H
+
+/* Default to LARGE_DATASET. */
+# if !defined(MINI_DATASET) && !defined(SMALL_DATASET) && !defined(MEDIUM_DATASET) && !defined(LARGE_DATASET) && !defined(EXTRALARGE_DATASET)
+# define LARGE_DATASET
+# endif
+
+# if !defined(TSTEPS) && !defined(N)
+/* Define sample dataset sizes. */
+# ifdef MINI_DATASET
+# define TSTEPS 20
+# define N 30
+# endif
+
+# ifdef SMALL_DATASET
+# define TSTEPS 40
+# define N 90
+# endif
+
+# ifdef MEDIUM_DATASET
+# define TSTEPS 100
+# define N 250
+# endif
+
+# ifdef LARGE_DATASET
+# define TSTEPS 500
+# define N 1300
+# endif
+
+# ifdef EXTRALARGE_DATASET
+# define TSTEPS 1000
+# define N 2800
+# endif
+
+
+#endif /* !(TSTEPS N) */
+
+# define _PB_TSTEPS POLYBENCH_LOOP_BOUND(TSTEPS,tsteps)
+# define _PB_N POLYBENCH_LOOP_BOUND(N,n)
+
+
+/* Default data type */
+# if !defined(DATA_TYPE_IS_INT) && !defined(DATA_TYPE_IS_FLOAT) && !defined(DATA_TYPE_IS_DOUBLE)
+# define DATA_TYPE_IS_DOUBLE
+# endif
+
+#ifdef DATA_TYPE_IS_INT
+# define DATA_TYPE int
+# define DATA_PRINTF_MODIFIER "%d "
+#endif
+
+#ifdef DATA_TYPE_IS_FLOAT
+# define DATA_TYPE float
+# define DATA_PRINTF_MODIFIER "%0.2f "
+# define SCALAR_VAL(x) x##f
+# define SQRT_FUN(x) sqrtf(x)
+# define EXP_FUN(x) expf(x)
+# define POW_FUN(x,y) powf(x,y)
+# endif
+
+#ifdef DATA_TYPE_IS_DOUBLE
+# define DATA_TYPE double
+# define DATA_PRINTF_MODIFIER "%0.2lf "
+# define SCALAR_VAL(x) x
+# define SQRT_FUN(x) sqrt(x)
+# define EXP_FUN(x) exp(x)
+# define POW_FUN(x,y) pow(x,y)
+# endif
+
+#endif /* !_JACOBI_2D_H */
diff --git a/benchmarks/kmeans/lloyds_algorithm_top.cpp b/benchmarks/kmeans/lloyds_algorithm_top.cpp
new file mode 100644
index 0000000..f2db1ce
--- /dev/null
+++ b/benchmarks/kmeans/lloyds_algorithm_top.cpp
@@ -0,0 +1,326 @@
+// source: https://github.com/FelixWinterstein/Vivado-KMeans/tree/b1121f826bdac8db9502e4bf0c8f3b08425bc061/lloyds_algorithm_HLS/source
+
+/**********************************************************************
+* Felix Winterstein, Imperial College London
+*
+* File: lloyds_algorithm_top.cpp
+*
+* Revision 1.01
+* Additional Comments: distributed under a BSD license, see LICENSE.txt
+*
+**********************************************************************/
+
+#include "lloyds_algorithm_top.h"
+#include "lloyds_algorithm_util.h"
+
+
+// global array for the data (keep it local to this file)
+data_type data_int_memory[N];
+data_type centre_positions[K*P];
+centre_type centre_buffer[K*P];
+
+
+// top-level function of the design
+void lloyds_algorithm_top( volatile data_type *data,
+ volatile data_type *cntr_pos_init,
+ node_pointer n,
+ centre_index_type k,
+ volatile coord_type_ext *distortion_out,
+ volatile data_type *clusters_out)
+{
+ // set the interface properties
+ #pragma HLS interface ap_none register port=n
+ #pragma HLS interface ap_none register port=k
+ #pragma HLS interface ap_fifo port=data depth=256
+
+ #pragma HLS interface ap_fifo port=cntr_pos_init depth=256
+ #pragma HLS interface ap_fifo port=distortion_out depth=256
+ #pragma HLS interface ap_fifo port=clusters_out depth=256
+
+ /*
+ #pragma HLS data_pack variable=data
+ #pragma HLS data_pack variable=cntr_pos_init
+ #pragma HLS data_pack variable=clusters_out
+ */
+ #pragma HLS data_pack variable=data_int_memory
+ #pragma HLS data_pack variable=centre_positions
+ #pragma HLS data_pack variable=centre_buffer
+
+ // specify the type of memory instantiated for these arrays: two-port block ram
+ #pragma HLS resource variable=data_int_memory core=RAM_2P_BRAM
+ #pragma HLS resource variable=centre_positions core=RAM_2P_BRAM
+ #pragma HLS resource variable=centre_buffer core=RAM_2P_LUTRAM
+
+ // partition the arrays according to the parallelism degree P
+ // NOTE: the part. factor must be updated if P is changed (in lloyds_alogrithm_top.h) !
+ #pragma HLS array_partition variable=centre_buffer block factor=40 dim=1
+ #pragma HLS array_partition variable=centre_positions block factor=40 dim=1
+
+ init_node_memory(data,n);
+
+ centre_type filt_centres_out[K];
+ data_type new_centre_positions[K];
+ // more struct-packing
+ #pragma HLS data_pack variable=filt_centres_out
+ #pragma HLS data_pack variable=filt_centres_out
+
+ // iterate over a constant number of outer clustering iterations
+ it_loop: for (uint l=0; l<L; l++) {
+
+ for (centre_index_type i=0; i<=k; i++) {
+ data_type tmp_pos;
+ if (l==0) {
+ tmp_pos = cntr_pos_init[i];
+ } else {
+ tmp_pos = new_centre_positions[i];
+ }
+ for (uint p=0; p<P; p++) {
+ #pragma HLS unroll
+ centre_positions[p*K+i] = tmp_pos;
+ }
+ if (i==k) {
+ break;
+ }
+ }
+
+ // run the clustering kernel
+ lloyds(n, k, filt_centres_out);
+
+ // re-init centre positions
+ update_centres(filt_centres_out, k, new_centre_positions);
+
+ }
+
+ // write clustering output: new cluster centres and distortion
+ output_loop: for (centre_index_type i=0; i<=k; i++) {
+ #pragma HLS pipeline II=1
+ distortion_out[i] = filt_centres_out[i].sum_sq;
+ clusters_out[i].value = new_centre_positions[i].value;
+ if (i==k) {
+ break;
+ }
+ }
+}
+
+
+// load data points from interface into internal memory
+void init_node_memory(volatile data_type *node_data, node_pointer n)
+{
+ #pragma HLS inline
+ for (node_pointer i=0; i<=n; i++) {
+ #pragma HLS pipeline II=1
+ data_int_memory[i] = node_data[i];
+ if (i==n) {
+ break;
+ }
+ }
+}
+
+
+// update the new centre positions after one outer clustering iteration
+void update_centres(centre_type *centres_in,centre_index_type k, data_type *centres_positions_out)
+{
+ #pragma HLS inline
+ centre_update_loop: for (centre_index_type i=0; i<=k; i++) {
+ #pragma HLS pipeline II=1
+ centre_type tmp_cent = Reg(centres_in[i]);
+ coord_type tmp_count = tmp_cent.count;
+ if ( tmp_count == 0 )
+ tmp_count = 1;
+
+ data_type_ext tmp_wgtCent = tmp_cent.wgtCent;
+ data_type tmp_new_pos;
+ for (uint d=0; d<D; d++) {
+ #pragma HLS unroll
+ coord_type_ext tmp_div_ext = (get_coord_type_vector_ext_item(tmp_wgtCent.value,d) / tmp_count); //let's see what it does with that...
+ coord_type tmp_div = (coord_type) tmp_div_ext;
+ #pragma HLS resource variable=tmp_div core=DivnS
+ set_coord_type_vector_item(&tmp_new_pos.value,Reg(tmp_div),d);
+ }
+ centres_positions_out[i] = Reg(tmp_new_pos);
+ if (i==k) {
+ break;
+ }
+ }
+}
+
+
+// main clustering kernel
+void lloyds ( node_pointer n,
+ centre_index_type k,
+ centre_type *centres_out)
+{
+ // register ports of this entity
+ #pragma HLS interface port=n register
+ #pragma HLS interface port=k register
+ #pragma HLS interface port=return register
+ #pragma HLS interface ap_memory register port=data_int_memory
+ #pragma HLS interface ap_memory register port=centre_positions
+
+ // init centre buffer
+ init_centre_buffer_loop: for(centre_index_type i=0; i<=k; i++) {
+ #pragma HLS pipeline II=1
+
+ for (uint p=0; p<P;p++) {
+ #pragma HLS unroll
+ centre_buffer[i+K*p].count = 0;
+ centre_buffer[i+K*p].sum_sq = 0;
+ data_type_ext tmp;
+ for (uint d=0; d<D; d++) {
+ #pragma HLS unroll
+ set_coord_type_vector_ext_item(&tmp.value,0,d);
+ }
+ centre_buffer[i+K*p].wgtCent = tmp;
+ }
+
+ if (i==k) {
+ #pragma HLS occurrence cycle=2
+ break;
+ }
+ }
+
+ data_type u[P];
+ #pragma HLS array_partition variable=u complete
+
+ // iterate over all data points
+ process_data_points_loop: for (node_pointer i=0; i<=n; i+=P) {
+
+ data_fetch_loop: for (uint p=0; p<P; p++) {
+ #pragma HLS pipeline II=1
+ u[p] = data_int_memory[i+p];
+ }
+
+ centre_index_type final_centre_index[P];
+ coord_type_ext sum_sq_out[P];
+
+ // iterate over all centres
+ minsearch_loop: for (centre_index_type ii=0; ii<=k; ii++) {
+ #pragma HLS pipeline II=1
+
+ par_loop: for (uint p=0; p<P; p++) {
+ #pragma HLS unroll
+ coord_type_ext min_dist[P];
+
+ #pragma HLS array_partition variable=final_centre_index complete
+ #pragma HLS array_partition variable=sum_sq_out complete
+ #pragma HLS array_partition variable=min_dist complete
+
+ // help the scheduler by declaring inter-iteration dependencies for these variables as false
+ #pragma HLS dependence variable=u inter false
+ #pragma HLS dependence variable=final_centre_index inter false
+ #pragma HLS dependence variable=sum_sq_out inter false
+ #pragma HLS dependence variable=min_dist inter false
+ #pragma HLS dependence variable=centre_buffer inter false
+ #pragma HLS dependence variable=centre_positions inter false
+
+ if (ii==0) {
+ min_dist[p]=MAX_FIXED_POINT_VAL_EXT;
+ }
+
+ coord_type_ext tmp_dist;
+ compute_distance(centre_positions[p*K+ii], u[p], &tmp_dist);
+
+ // select the centre with the smallest distance to the data point
+ if (tmp_dist<min_dist[p]) {
+ min_dist[p] = tmp_dist;
+ final_centre_index[p] = ii;
+ sum_sq_out[p] = tmp_dist;
+ }
+
+ //printf("%d: i=%d, %d, %d\n",p,i.VAL+p,final_centre_index[p].VAL,sum_sq_out[p].VAL);
+
+ if (ii == k) {
+ // trigger at most every other cycle
+ #pragma HLS occurrence cycle=2
+ if (p==P-1) {
+ break;
+ }
+ }
+ }
+ }
+
+ // after minsearch loop: update centre buffer
+ for (uint p=0; p<P; p++) {
+ #pragma HLS unroll
+ data_type_ext tmp_wgtCent;
+ coord_type_ext tmp1, tmp2, tmp3, tmp4, tmp5, tmp6;
+ uint tmp_idx = (final_centre_index[p]+K*p);
+ // weighted centroid of this centre
+ for (uint d=0; d<D; d++) {
+ #pragma HLS unroll
+ tmp1 = get_coord_type_vector_ext_item(centre_buffer[(tmp_idx)].wgtCent.value,d);
+ //if (i+p<=n) {
+ tmp2 = (coord_type_ext)get_coord_type_vector_item(u[p].value,d);
+ //} else {
+ //tmp2 = 0;
+ //}
+ set_coord_type_vector_ext_item(&tmp_wgtCent.value,Reg(tmp1)+Reg(tmp2),d);
+ }
+ centre_buffer[tmp_idx].wgtCent = tmp_wgtCent;
+
+ // update number of points assigned to centre
+ tmp4 = centre_buffer[(tmp_idx)].count;
+ //if (i+p<=n) {
+ tmp3 = 1;
+ //} else {
+ //tmp3 = 0;
+ //}
+ centre_buffer[tmp_idx].count = Reg(tmp3) + Reg(tmp4);
+
+ //if (i+p<=n) {
+ tmp5 = sum_sq_out[p];
+ //} else {
+ //tmp5 = 0;
+ //}
+ tmp6 = centre_buffer[(tmp_idx)].sum_sq;
+ centre_buffer[tmp_idx].sum_sq = Reg(tmp5) + Reg(tmp6);
+ }
+
+ if (i>=n-P+1) {
+ //if (i>=n) {
+ break;
+ }
+ }
+
+
+ // readout centres
+ read_out_centres_loop: for(centre_index_type i=0; i<=k; i++) {
+ #pragma HLS pipeline II=1
+
+ coord_type_ext arr_count[P];
+ coord_type_ext arr_sum_sq[P];
+ coord_type_vector_ext arr_wgtCent[P];
+ #pragma HLS array_partition variable=arr_count complete
+ #pragma HLS array_partition variable=arr_sum_sq complete
+ #pragma HLS array_partition variable=arr_wgtCent complete
+
+ for (uint p=0; p<P; p++) {
+ #pragma HLS unroll
+ arr_count[p] = ((coord_type_ext)centre_buffer[i+K*p].count);
+ arr_sum_sq[p] = (centre_buffer[i+K*p].sum_sq);
+ arr_wgtCent[p] = (centre_buffer[i+K*p].wgtCent.value);
+ }
+
+ centres_out[i].count = tree_adder(arr_count,P);
+ //printf("%d\n",centres_out[i].count.VAL);
+ centres_out[i].sum_sq = tree_adder(arr_sum_sq,P);
+ coord_type_vector_ext tmp_sum;
+ for (uint d=0; d<D; d++) {
+ #pragma HLS unroll
+ coord_type_ext tmp_a[P];
+ for (uint p=0; p<P; p++) {
+ #pragma HLS unroll
+ tmp_a[p] = get_coord_type_vector_ext_item(arr_wgtCent[p],d);
+ }
+ coord_type_ext tmp = tree_adder(tmp_a,P);
+ set_coord_type_vector_ext_item(&tmp_sum,tmp,d);
+ }
+ centres_out[i].wgtCent.value = tmp_sum;
+
+ if (i==k) {
+ break;
+ }
+ }
+
+}
+
diff --git a/benchmarks/kmeans/lloyds_algorithm_top.h b/benchmarks/kmeans/lloyds_algorithm_top.h
new file mode 100644
index 0000000..1ea372e
--- /dev/null
+++ b/benchmarks/kmeans/lloyds_algorithm_top.h
@@ -0,0 +1,112 @@
+/**********************************************************************
+* Felix Winterstein, Imperial College London
+*
+* File: lloyds_algorithm_top.h
+*
+* Revision 1.01
+* Additional Comments: distributed under a BSD license, see LICENSE.txt
+*
+**********************************************************************/
+
+
+#ifndef LLOYDS_ALGORITHM_TOP_H
+#define LLOYDS_ALGORITHM_TOP_H
+
+#include <math.h>
+#include "ap_int.h" // custom data types
+
+#define D 3 // data dimensionality
+#define N 32768 // max. number of data points
+#define K 256 // max. number of centres
+#define L 6 // max. number of iterations
+#define P 40 // parallelisation degree
+
+#define COORD_BITWIDTH 16
+#define COORD_BITWITDH_EXT 32
+#define NODE_POINTER_BITWIDTH 15 // log2(N)
+#define CNTR_INDEX_BITWIDTH 8 // log2(K)
+
+// pointer types to tree nodes and centre lists
+typedef ap_uint<NODE_POINTER_BITWIDTH> node_pointer;
+typedef ap_uint<CNTR_INDEX_BITWIDTH> centre_index_type;
+
+// force register insertion in the generated RTL for some signals
+#define FORCE_REGISTERS
+// ... used for saturation
+#define MAX_FIXED_POINT_VAL_EXT (1<<(COORD_BITWITDH_EXT-1))-1
+
+typedef unsigned int uint;
+typedef ap_int<COORD_BITWIDTH> coord_type;
+typedef ap_int<D*COORD_BITWIDTH> coord_type_vector;
+typedef ap_int<COORD_BITWITDH_EXT> coord_type_ext;
+typedef ap_int<D*COORD_BITWITDH_EXT> coord_type_vector_ext;
+
+//bit width definitions for multiplications
+#define MUL_INTEGER_BITS 12
+#define MUL_FRACTIONAL_BITS 6
+#define MUL_MAX_VAL (1<<(MUL_INTEGER_BITS+MUL_FRACTIONAL_BITS-1))-1
+#define MUL_MIN_VAL -1*(1<<(MUL_INTEGER_BITS+MUL_FRACTIONAL_BITS-1))
+typedef ap_int<MUL_INTEGER_BITS+MUL_FRACTIONAL_BITS> mul_input_type;
+
+// this should be always 1
+#define FILE_INDEX 1
+
+// data point types
+struct data_type {
+ //coord_type value[D];
+ coord_type_vector value;
+ data_type& operator=(const data_type& a);
+ data_type& operator=(const volatile data_type& a);
+};
+
+
+// data point types ext
+struct data_type_ext {
+ coord_type_vector_ext value;
+ data_type_ext& operator=(const data_type_ext& a);
+};
+
+
+// centre types
+struct centre_type {
+ data_type_ext wgtCent; // sum of all points assigned to this centre
+ coord_type_ext sum_sq; // sum of norm of all points assigned to this centre
+ coord_type count;
+ centre_type& operator=(const centre_type& a);
+};
+typedef centre_type* centre_ptr;
+
+
+#ifdef FORCE_REGISTERS
+template<class T>
+T Reg(T in) {
+ #pragma HLS INLINE off
+ #pragma HLS INTERFACE port=return register
+ return in;
+}
+#else
+template<class T>
+T Reg(T in) {
+ #pragma HLS INLINE
+ return in;
+}
+#endif
+
+
+
+void lloyds_algorithm_top( volatile data_type *data,
+ volatile data_type *cntr_pos_init,
+ node_pointer n,
+ centre_index_type k,
+ volatile coord_type_ext *distortion_out,
+ volatile data_type *clusters_out);
+
+void init_node_memory(volatile data_type *node_data, node_pointer n);
+
+void update_centres(centre_type *centres_in,centre_index_type k, data_type *centres_positions_out);
+
+void lloyds ( node_pointer n,
+ centre_index_type k,
+ centre_type *centres_out);
+
+#endif /* LLOYDS_ALGORITHM_TOP_H */
diff --git a/benchmarks/kmeans/lloyds_algorithm_util.cpp b/benchmarks/kmeans/lloyds_algorithm_util.cpp
new file mode 100644
index 0000000..fa1db19
--- /dev/null
+++ b/benchmarks/kmeans/lloyds_algorithm_util.cpp
@@ -0,0 +1,258 @@
+/**********************************************************************
+* Felix Winterstein, Imperial College London
+*
+* File: lloyds_algorithm_util.cpp
+*
+* Revision 1.01
+* Additional Comments: distributed under a BSD license, see LICENSE.txt
+*
+**********************************************************************/
+
+#include <math.h>
+#include "lloyds_algorithm_util.h"
+
+
+data_type& data_type::operator=(const data_type& a)
+{
+
+ value = a.value;
+ return *this;
+}
+
+data_type& data_type::operator=(const volatile data_type& a)
+{
+
+ value = a.value;
+ return *this;
+}
+
+
+
+data_type_ext& data_type_ext::operator=(const data_type_ext& a)
+{
+ value = a.value;
+ return *this;
+}
+
+
+
+centre_type& centre_type::operator=(const centre_type& a)
+{
+ count = a.count;
+ wgtCent = a.wgtCent;
+ sum_sq = a.sum_sq;
+ //position = a.position;
+ return *this;
+}
+
+
+void set_coord_type_vector_item(coord_type_vector *a, const coord_type b, const uint idx)
+{
+ #pragma HLS function_instantiate variable=idx
+ a->range((idx+1)*COORD_BITWIDTH-1,idx*COORD_BITWIDTH) = b;
+}
+
+
+void set_coord_type_vector_ext_item(coord_type_vector_ext *a, const coord_type_ext b, const uint idx)
+{
+ #pragma HLS function_instantiate variable=idx
+ a->range((idx+1)*COORD_BITWITDH_EXT-1,idx*COORD_BITWITDH_EXT) = b;
+}
+
+
+coord_type get_coord_type_vector_item(const coord_type_vector a, const uint idx)
+{
+ #pragma HLS function_instantiate variable=idx
+ coord_type tmp= a.range((idx+1)*COORD_BITWIDTH-1,idx*COORD_BITWIDTH);
+ return tmp;
+}
+
+
+coord_type_ext get_coord_type_vector_ext_item(const coord_type_vector_ext a, const uint idx)
+{
+ #pragma HLS function_instantiate variable=idx
+ coord_type_ext tmp= a.range((idx+1)*COORD_BITWITDH_EXT-1,idx*COORD_BITWITDH_EXT);
+ return tmp;
+}
+
+
+/* ****** helper functions *******/
+
+
+// conversion from data_type_ext to data_type
+data_type conv_long_to_short(data_type_ext p)
+{
+ #pragma HLS inline
+ data_type result;
+ for (uint d=0; d<D; d++) {
+ #pragma HLS unroll
+ coord_type tmp = (coord_type)get_coord_type_vector_ext_item(p.value,d);
+ set_coord_type_vector_item(&result.value,tmp,d);
+ }
+ return result;
+}
+
+// conversion from data_type to data_type_ext
+data_type_ext conv_short_to_long(data_type p)
+{
+ #pragma HLS inline
+ data_type_ext result;
+ for (uint d=0; d<D; d++) {
+ #pragma HLS unroll
+ coord_type_ext tmp = (coord_type_ext)get_coord_type_vector_item(p.value,d);
+ set_coord_type_vector_ext_item(&result.value,tmp,d);
+ }
+ return result;
+}
+
+
+mul_input_type saturate_mul_input(coord_type_ext val)
+{
+ #pragma HLS inline
+ if (val > MUL_MAX_VAL) {
+ val = MUL_MAX_VAL;
+ } else if (val < MUL_MIN_VAL) {
+ val = MUL_MIN_VAL;
+ }
+ return (mul_input_type)val;
+}
+
+
+// fixed point multiplication with saturation and scaling
+coord_type_ext fi_mul(coord_type_ext op1, coord_type_ext op2)
+{
+ #pragma HLS inline
+ mul_input_type tmp_op1 = saturate_mul_input(op1);
+ mul_input_type tmp_op2 = saturate_mul_input(op2);
+
+ ap_int<2*(MUL_INTEGER_BITS+MUL_FRACTIONAL_BITS)> result_unscaled;
+ result_unscaled = tmp_op1*tmp_op2;
+ #pragma HLS resource variable=result_unscaled core=MulnS
+
+ ap_int<2*(MUL_INTEGER_BITS+MUL_FRACTIONAL_BITS)> result_scaled;
+ result_scaled = result_unscaled >> MUL_FRACTIONAL_BITS;
+ coord_type_ext result;
+ result = (coord_type_ext)result_scaled;
+ return result;
+}
+
+// tree adder
+coord_type_ext tree_adder(coord_type_ext *input_array,const uint m)
+{
+ #pragma HLS inline
+
+ for(uint j=0;j<ceil(log2(m));j++)
+ {
+ #pragma HLS unroll
+ //printf("j = %d\n",j);
+ if (j<ceil(log2(m))-1) {
+ for(uint i = 0; i < uint((m+m-uint(m/(1<<(j)))*(1<<(j)))/(1<<(j+1))); i++)
+ {
+ #pragma HLS unroll
+ coord_type_ext tmp1 = input_array[2*i];
+ coord_type_ext tmp2 = input_array[2*i+1];
+ coord_type_ext tmp3 = tmp1+tmp2;
+ input_array[i] = tmp3;
+ #pragma HLS resource variable=tmp3 core=AddSubnS
+ //printf("[%d] = [%d]+[%d]\n",i,2*i,2*i+1);
+ }
+ if (m > uint((m+m-uint(m/(1<<(j)))*(1<<(j)))/(1<<(j+1)))*(1<<(j+1))) {
+ input_array[uint(m/(1<<(j+1)))] = input_array[uint(m/(1<<(j+1))-1)*2+2];
+ //printf("[%d] = [%d]\n",uint(m/(1<<(j+1))),uint(m/(1<<(j+1))-1)*2+2);
+ }
+ }
+ if (j== ceil(log2(m))-1) {
+ coord_type_ext tmp1 = input_array[0];
+ coord_type_ext tmp2 = input_array[1];
+ coord_type_ext tmp3 = tmp1+tmp2;
+ input_array[0] = tmp3;
+ //printf("[%d] = [%d]+[%d]\n",0,0,1);
+ #pragma HLS resource variable=tmp3 core=AddSubnS
+ }
+ }
+ return input_array[0];
+}
+
+
+// tree compare select
+void tree_cs(coord_type_ext *input_array,centre_index_type *index_array,coord_type_ext *res_val,centre_index_type *res_idx,const uint m)
+{
+ #pragma HLS inline
+
+ for(uint j=0;j<ceil(log2(m));j++)
+ {
+ if (j<ceil(log2(m))-1) {
+ for(uint i = 0; i < uint(m/(1<<(j+1))); i++)
+ {
+ coord_type_ext tmp1 = input_array[2*i];
+ coord_type_ext tmp1_idx = index_array[2*i];
+ coord_type_ext tmp2 = input_array[2*i+1];
+ coord_type_ext tmp2_idx = index_array[2*i+1];
+ coord_type_ext tmp3;
+ centre_index_type tmp3_idx;
+ if (tmp1 < tmp2) {
+ tmp3 = tmp1;
+ tmp3_idx = tmp1_idx;
+ } else {
+ tmp3 = tmp2;
+ tmp3_idx = tmp2_idx;
+ }
+
+ input_array[i] = tmp3;
+ index_array[i] = (tmp3_idx);
+ }
+ if (m > uint(m/(1<<(j+1)))*(1<<(j+1)) ) {
+ input_array[uint(m/(1<<(j+1)))] = (input_array[uint(m/(1<<(j+1))-1)*2+2]);
+ index_array[uint(m/(1<<(j+1)))] = (index_array[uint(m/(1<<(j+1))-1)*2+2]);
+ }
+ }
+ if (j== ceil(log2(m))-1) {
+ coord_type_ext tmp1 = input_array[0];
+ coord_type_ext tmp1_idx = index_array[0];
+ coord_type_ext tmp2 = input_array[1];
+ coord_type_ext tmp2_idx = index_array[1];
+ coord_type_ext tmp3;
+ centre_index_type tmp3_idx;
+ if (tmp1 < tmp2) {
+ tmp3 = tmp1;
+ tmp3_idx = tmp1_idx;
+ } else {
+ tmp3 = tmp2;
+ tmp3_idx = tmp2_idx;
+ }
+ input_array[0] = (tmp3);
+ index_array[0] = (tmp3_idx);
+ }
+ }
+ *res_val= input_array[0];
+ *res_idx= index_array[0];
+}
+
+
+// compute the Euclidean distance
+void compute_distance(data_type p1, data_type p2, coord_type_ext *dist)
+{
+ #pragma HLS inline
+
+ data_type tmp_p1 = p1;
+ data_type tmp_p2 = p2;
+ coord_type_ext tmp_mul_res[D];
+
+ for (uint d=0; d<D; d++) {
+ #pragma HLS unroll
+ coord_type tmp_sub1 = get_coord_type_vector_item(tmp_p1.value,d);
+ coord_type tmp_sub2 = get_coord_type_vector_item(tmp_p2.value,d);
+ coord_type tmp = tmp_sub1 - tmp_sub2;
+ coord_type_ext tmp_ext = (coord_type_ext)tmp;
+ coord_type_ext tmp_mul = fi_mul(tmp_ext,tmp_ext);
+ tmp_mul_res[d] = tmp_mul;
+ #pragma HLS resource variable=tmp core=AddSubnS
+ //#pragma HLS resource variable=tmp_mul core=MulnS
+ }
+
+ *dist = tree_adder(tmp_mul_res,D);
+}
+
+
+
+
diff --git a/benchmarks/kmeans/lloyds_algorithm_util.h b/benchmarks/kmeans/lloyds_algorithm_util.h
new file mode 100644
index 0000000..3853c3d
--- /dev/null
+++ b/benchmarks/kmeans/lloyds_algorithm_util.h
@@ -0,0 +1,33 @@
+/**********************************************************************
+* Felix Winterstein, Imperial College London
+*
+* File: lloyds_algorithm_util.h
+*
+* Revision 1.01
+* Additional Comments: distributed under a BSD license, see LICENSE.txt
+*
+**********************************************************************/
+
+#ifndef LLOYDS_ALGORITHM_UTIL_H
+#define LLOYDS_ALGORITHM_UTIL_H
+
+#include "lloyds_algorithm_top.h"
+
+
+// helper functions
+void set_coord_type_vector_item(coord_type_vector *a, const coord_type b, const uint idx);
+void set_coord_type_vector_ext_item(coord_type_vector_ext *a, const coord_type_ext b, const uint idx);
+coord_type get_coord_type_vector_item(const coord_type_vector a, const uint idx);
+coord_type_ext get_coord_type_vector_ext_item(const coord_type_vector_ext a, const uint idx);
+
+data_type conv_long_to_short(data_type_ext p);
+data_type_ext conv_short_to_long(data_type p);
+mul_input_type saturate_mul_input(coord_type_ext val);
+coord_type_ext fi_mul(coord_type_ext op1, coord_type_ext op2);
+coord_type_ext tree_adder(coord_type_ext *input_array);
+void tree_cs(coord_type_ext *input_array,centre_index_type *index_array,coord_type_ext *res_val,centre_index_type *res_idx,const uint m);
+coord_type_ext tree_adder(coord_type_ext *input_array,const uint m);
+void compute_distance(data_type p1, data_type p2, coord_type_ext *dist);
+
+
+#endif /* LLOYDS_ALGORITHM_UTIL_H */
diff --git a/benchmarks/sobel/input.h b/benchmarks/sobel/input.h
new file mode 100644
index 0000000..95e6881
--- /dev/null
+++ b/benchmarks/sobel/input.h
@@ -0,0 +1,16967 @@
+// 512 x 512 image size
+unsigned char elaine_512_input[512][512] = {
+ {190, 190, 190, 190, 190, 192, 192, 192, 192, 192, 188, 188, 188, 188, 188,
+ 183, 183, 183, 183, 183, 185, 185, 185, 185, 185, 185, 185, 185, 185, 185,
+ 183, 183, 183, 183, 183, 180, 180, 180, 180, 180, 176, 176, 176, 176, 176,
+ 171, 171, 171, 171, 171, 167, 167, 167, 167, 167, 169, 169, 169, 169, 169,
+ 170, 170, 170, 170, 170, 165, 165, 165, 165, 165, 163, 163, 163, 163, 163,
+ 159, 159, 159, 159, 159, 165, 165, 165, 165, 165, 170, 170, 170, 170, 170,
+ 175, 175, 175, 175, 175, 175, 175, 189, 204, 197, 184, 184, 185, 180, 185,
+ 183, 179, 184, 182, 174, 184, 167, 174, 176, 168, 176, 170, 168, 175, 170,
+ 177, 175, 179, 171, 177, 182, 183, 190, 184, 179, 185, 185, 181, 189, 194,
+ 187, 182, 187, 187, 194, 191, 191, 191, 191, 189, 192, 196, 189, 192, 184,
+ 176, 186, 180, 180, 185, 178, 176, 175, 168, 171, 171, 164, 147, 161, 154,
+ 150, 146, 130, 141, 125, 119, 131, 117, 109, 102, 109, 93, 102, 97, 90, 83,
+ 90, 74, 88, 78, 71, 87, 81, 94, 88, 91, 70, 79, 81, 60, 83, 85, 68, 89, 71,
+ 82, 111, 120, 165, 198, 222, 236, 239, 240, 239, 238, 239, 238, 236, 236,
+ 236, 231, 231, 233, 232, 235, 234, 233, 233, 232, 235, 235, 237, 234, 233,
+ 234, 230, 230, 232, 231, 231, 233, 233, 231, 234, 234, 237, 235, 234, 235,
+ 235, 234, 233, 234, 236, 235, 233, 231, 227, 226, 218, 216, 216, 209, 211,
+ 205, 205, 201, 191, 182, 191, 197, 204, 211, 209, 208, 214, 214, 213, 211,
+ 214, 217, 219, 218, 220, 219, 217, 213, 209, 200, 174, 173, 137, 133, 138,
+ 128, 126, 120, 120, 120, 127, 135, 127, 145, 130, 140, 136, 133, 137, 136,
+ 153, 146, 153, 144, 143, 150, 140, 147, 152, 150, 153, 145, 144, 147, 139,
+ 143, 138, 142, 133, 133, 143, 131, 126, 129, 127, 121, 124, 111, 111, 122,
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+ 224, 220, 221, 216, 213, 210, 207, 204, 202, 194, 200, 199, 194, 197, 193,
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+ 109, 109, 97, 79, 70, 64, 48, 66, 76, 67, 79, 71, 75, 91, 116, 132, 159,
+ 188, 199, 208, 211, 217, 222, 221, 223, 225, 225, 224, 225, 225, 224, 225,
+ 225, 223, 219, 218, 217, 221, 216, 217, 215, 210, 212, 212, 211, 207, 212,
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+ 179, 177, 180, 165, 174, 168, 160, 170, 166, 166, 171, 168, 166, 167, 170,
+ 158, 163, 166, 147, 155, 140, 116, 116, 103, 93, 90, 92, 82, 79, 72, 66,
+ 73, 87, 101, 143, 144, 151, 159, 155, 153, 167, 169, 167, 167},
+}; \ No newline at end of file
diff --git a/benchmarks/sobel/output.h b/benchmarks/sobel/output.h
new file mode 100644
index 0000000..b3e0ac8
--- /dev/null
+++ b/benchmarks/sobel/output.h
@@ -0,0 +1,514 @@
+unsigned char elaine_512_golden_output[512][512] = {
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+{0, 46, 64, 40, 38, 36, 14, 42, 38, 24, 14, 12, 38, 20, 2, 48, 62, 82, 108, 116, 90, 82, 88, 62, 46, 54, 50, 30, 12, 10, 28, 26, 38, 18, 20, 32, 40, 58, 60, 54, 58, 118, 106, 70, 96, 100, 112, 106, 86, 60, 56, 48, 50, 30, 60, 22, 30, 40, 56, 28, 70, 50, 4, 34, 26, 44, 60, 60, 52, 48, 56, 20, 8, 4, 10, 14, 40, 66, 32, 12, 46, 48, 36, 48, 12, 72, 10, 42, 18, 16, 6, 14, 14, 12, 24, 30, 60, 68, 32, 16, 34, 44, 12, 66, 86, 110, 72, 54, 28, 14, 44, 34, 50, 88, 62, 48, 36, 54, 20, 52, 50, 48, 26, 36, 54, 64, 58, 36, 22, 16, 14, 48, 76, 62, 40, 50, 46, 56, 14, 166, 255, 255, 148, 20, 50, 42, 14, 34, 10, 30, 36, 22, 24, 42, 48, 48, 88, 146, 74, 24, 18, 18, 8, 10, 26, 26, 10, 16, 14, 14, 22, 34, 44, 30, 22, 24, 30, 22, 10, 26, 42, 34, 4, 16, 32, 42, 72, 72, 80, 74, 56, 40, 26, 60, 164, 210, 172, 76, 22, 22, 44, 22, 16, 44, 42, 18, 20, 28, 20, 30, 34, 14, 18, 36, 34, 30, 30, 32, 22, 30, 68, 42, 10, 32, 30, 8, 36, 52, 30, 44, 70, 48, 60, 40, 36, 54, 52, 90, 60, 18, 18, 26, 22, 42, 52, 32, 38, 58, 56, 32, 24, 18, 34, 34, 14, 16, 32, 50, 52, 32, 22, 46, 34, 36, 22, 32, 58, 76, 42, 36, 14, 30, 56, 6, 44, 4, 50, 80, 40, 64, 12, 76, 40, 24, 16, 24, 24, 20, 38, 52, 52, 44, 18, 38, 14, 24, 8, 32, 32, 84, 44, 40, 32, 14, 20, 40, 20, 62, 70, 32, 8, 40, 62, 88, 10, 66, 34, 22, 10, 10, 46, 24, 22, 52, 44, 16, 62, 54, 24, 84, 174, 188, 80, 44, 56, 18, 50, 54, 32, 86, 20, 4, 62, 22, 100, 28, 22, 26, 46, 16, 12, 22, 12, 36, 74, 20, 60, 10, 68, 202, 255, 255, 255, 132, 54, 18, 14, 8, 8, 8, 10, 6, 10, 12, 22, 22, 30, 36, 40, 38, 32, 22, 20, 46, 40, 24, 32, 28, 10, 10, 10, 22, 18, 28, 90, 104, 86, 68, 48, 60, 86, 86, 116, 98, 22, 60, 92, 128, 82, 40, 56, 92, 70, 120, 28, 34, 62, 96, 42, 26, 54, 72, 206, 255, 255, 255, 238, 170, 96, 74, 80, 56, 38, 40, 16, 20, 6, 18, 24, 44, 56, 32, 12, 6, 12, 22, 20, 8, 12, 20, 36, 24, 16, 26, 22, 48, 50, 36, 62, 38, 14, 14, 14, 34, 56, 54, 42, 40, 36, 24, 12, 16, 14, 32, 46, 48, 28, 26, 20, 14, 26, 26, 20, 26, 46, 70, 102, 106, 70, 60, 80, 88, 106, 116, 88, 60, 34, 32, 64, 196, 254, 180, 68, 44, 32, 30, 60, 38, 14, 28, 40, 0},
+{0, 30, 34, 28, 48, 12, 6, 26, 18, 26, 12, 24, 38, 48, 28, 34, 54, 78, 116, 110, 86, 80, 80, 76, 28, 18, 38, 22, 20, 14, 20, 14, 14, 26, 20, 6, 18, 50, 58, 60, 58, 82, 94, 84, 118, 112, 88, 78, 42, 34, 66, 60, 44, 34, 16, 42, 52, 30, 38, 48, 50, 48, 40, 40, 26, 28, 36, 24, 28, 32, 24, 24, 22, 12, 40, 36, 38, 28, 44, 26, 22, 30, 34, 78, 68, 34, 28, 36, 16, 30, 16, 14, 40, 38, 6, 8, 54, 68, 46, 46, 50, 92, 48, 62, 48, 32, 30, 26, 34, 42, 50, 18, 34, 76, 66, 28, 20, 44, 42, 38, 26, 44, 24, 26, 46, 56, 44, 24, 24, 24, 24, 16, 30, 22, 58, 86, 48, 62, 90, 255, 255, 255, 106, 36, 62, 20, 34, 14, 56, 76, 56, 16, 4, 46, 70, 30, 124, 176, 72, 20, 4, 20, 18, 32, 34, 30, 18, 10, 12, 22, 24, 34, 20, 8, 4, 16, 24, 44, 42, 40, 46, 48, 20, 24, 32, 34, 68, 58, 40, 50, 58, 50, 72, 110, 188, 176, 114, 44, 14, 6, 20, 14, 24, 58, 38, 28, 42, 50, 40, 38, 24, 16, 20, 18, 10, 22, 18, 12, 16, 28, 50, 38, 36, 56, 64, 48, 52, 50, 8, 10, 38, 22, 28, 20, 18, 34, 60, 54, 22, 34, 32, 64, 48, 30, 18, 22, 32, 38, 26, 34, 28, 24, 30, 32, 60, 62, 28, 22, 18, 30, 36, 26, 42, 34, 22, 28, 14, 20, 26, 34, 18, 34, 34, 20, 26, 34, 10, 20, 24, 34, 68, 54, 22, 42, 62, 76, 48, 38, 34, 40, 28, 28, 22, 34, 62, 52, 10, 28, 38, 22, 42, 44, 72, 40, 64, 32, 34, 18, 34, 16, 30, 18, 32, 56, 60, 4, 50, 16, 4, 16, 20, 16, 42, 106, 104, 108, 10, 82, 128, 168, 182, 124, 86, 46, 50, 60, 42, 88, 106, 84, 22, 52, 92, 66, 44, 62, 50, 22, 34, 30, 76, 78, 80, 58, 12, 76, 82, 64, 44, 88, 255, 255, 255, 186, 70, 20, 16, 10, 14, 14, 20, 12, 22, 14, 28, 20, 20, 18, 32, 38, 40, 32, 28, 38, 34, 34, 52, 54, 48, 32, 20, 24, 12, 24, 64, 74, 80, 76, 64, 72, 92, 96, 110, 60, 28, 20, 60, 98, 88, 86, 62, 122, 108, 124, 92, 54, 70, 26, 8, 50, 118, 226, 255, 255, 255, 198, 120, 88, 52, 44, 46, 32, 20, 16, 6, 12, 6, 14, 6, 40, 54, 40, 42, 28, 28, 18, 28, 20, 14, 10, 28, 30, 18, 28, 16, 34, 24, 8, 46, 52, 18, 18, 16, 32, 54, 22, 26, 30, 24, 30, 22, 44, 24, 30, 16, 20, 18, 6, 48, 52, 28, 0, 6, 24, 50, 54, 74, 110, 96, 62, 68, 100, 96, 136, 124, 26, 92, 94, 70, 174, 255, 232, 110, 54, 42, 32, 34, 44, 12, 40, 50, 0},
+{0, 68, 54, 36, 40, 48, 54, 50, 16, 50, 28, 12, 18, 24, 60, 38, 52, 82, 112, 110, 78, 70, 82, 60, 8, 10, 36, 38, 34, 14, 18, 24, 20, 16, 18, 6, 22, 24, 36, 48, 66, 72, 92, 116, 124, 106, 82, 74, 42, 24, 24, 40, 32, 24, 40, 18, 46, 48, 90, 54, 2, 32, 28, 26, 42, 26, 24, 24, 28, 20, 20, 32, 22, 26, 56, 30, 16, 4, 32, 62, 56, 14, 26, 40, 84, 48, 32, 16, 32, 52, 24, 52, 40, 40, 66, 44, 36, 74, 46, 48, 74, 74, 84, 26, 44, 40, 46, 40, 32, 30, 38, 32, 74, 32, 52, 46, 30, 30, 18, 18, 42, 38, 40, 60, 44, 44, 54, 78, 86, 46, 18, 10, 38, 14, 18, 40, 38, 70, 132, 255, 255, 255, 54, 46, 52, 24, 46, 24, 48, 48, 32, 36, 54, 108, 106, 32, 156, 154, 52, 12, 10, 12, 12, 10, 12, 20, 14, 8, 22, 38, 40, 46, 14, 10, 16, 12, 16, 34, 14, 10, 20, 32, 28, 42, 62, 72, 78, 50, 20, 30, 42, 62, 158, 222, 196, 116, 46, 2, 4, 12, 24, 14, 30, 36, 26, 8, 34, 34, 32, 40, 34, 34, 40, 42, 28, 26, 28, 28, 20, 18, 44, 46, 22, 46, 52, 34, 48, 56, 36, 36, 20, 6, 4, 26, 26, 22, 34, 34, 30, 8, 10, 34, 16, 18, 36, 32, 52, 46, 32, 14, 42, 10, 16, 18, 28, 42, 20, 56, 50, 42, 32, 24, 16, 16, 34, 10, 36, 32, 10, 26, 30, 14, 14, 34, 34, 16, 56, 48, 48, 54, 10, 46, 16, 8, 26, 50, 74, 44, 56, 74, 116, 54, 40, 46, 44, 48, 34, 38, 4, 22, 8, 16, 64, 48, 60, 28, 22, 42, 94, 104, 58, 20, 26, 30, 24, 40, 14, 16, 14, 16, 26, 26, 20, 54, 88, 78, 20, 188, 204, 132, 58, 98, 34, 64, 40, 44, 102, 124, 124, 34, 8, 22, 8, 50, 64, 54, 38, 32, 20, 22, 32, 24, 38, 36, 26, 70, 100, 46, 10, 78, 255, 255, 255, 255, 108, 36, 24, 14, 10, 8, 16, 16, 22, 8, 28, 28, 18, 14, 22, 26, 28, 30, 26, 32, 34, 12, 22, 48, 46, 42, 40, 34, 34, 42, 68, 96, 128, 106, 54, 60, 74, 78, 104, 58, 16, 14, 70, 108, 96, 98, 100, 86, 48, 114, 116, 30, 20, 20, 34, 142, 254, 255, 255, 255, 222, 126, 94, 70, 40, 38, 40, 24, 8, 14, 12, 12, 10, 8, 6, 28, 38, 26, 26, 34, 34, 26, 40, 36, 24, 18, 10, 12, 18, 28, 6, 16, 32, 14, 36, 42, 28, 30, 24, 38, 48, 26, 44, 56, 26, 8, 18, 40, 34, 8, 22, 6, 12, 22, 10, 14, 12, 2, 22, 24, 30, 70, 56, 100, 128, 90, 88, 56, 56, 80, 112, 120, 102, 52, 48, 138, 255, 255, 186, 90, 56, 28, 26, 52, 54, 36, 22, 0},
+{0, 126, 60, 56, 60, 44, 54, 56, 48, 56, 58, 24, 36, 6, 38, 66, 62, 76, 124, 100, 82, 84, 82, 56, 18, 14, 38, 46, 24, 8, 28, 22, 14, 22, 18, 14, 28, 28, 16, 32, 52, 50, 76, 128, 138, 104, 98, 72, 38, 44, 18, 26, 32, 24, 28, 22, 66, 40, 62, 44, 50, 14, 48, 24, 20, 36, 44, 36, 18, 46, 14, 32, 36, 32, 24, 32, 42, 22, 38, 46, 66, 28, 42, 14, 42, 18, 40, 20, 46, 92, 68, 40, 28, 52, 50, 38, 30, 84, 50, 46, 30, 42, 38, 26, 114, 102, 84, 34, 74, 44, 56, 68, 50, 34, 26, 68, 30, 58, 88, 16, 66, 18, 60, 48, 42, 36, 44, 32, 56, 28, 42, 18, 68, 26, 70, 40, 80, 70, 252, 255, 255, 160, 44, 48, 30, 14, 18, 30, 50, 56, 36, 24, 50, 82, 68, 62, 162, 116, 34, 16, 8, 6, 12, 8, 16, 34, 18, 2, 16, 28, 30, 34, 16, 24, 16, 20, 12, 36, 28, 20, 42, 52, 32, 28, 64, 68, 50, 56, 22, 18, 24, 104, 198, 208, 130, 56, 16, 16, 10, 18, 30, 20, 26, 20, 14, 18, 24, 24, 30, 36, 20, 16, 38, 60, 34, 22, 50, 40, 28, 20, 8, 60, 48, 30, 20, 30, 32, 16, 28, 28, 32, 36, 44, 8, 28, 10, 26, 14, 20, 16, 22, 44, 42, 54, 10, 14, 58, 48, 42, 38, 38, 34, 60, 38, 38, 24, 12, 52, 12, 48, 68, 36, 44, 44, 36, 40, 14, 18, 10, 10, 18, 32, 16, 60, 60, 72, 32, 18, 54, 80, 32, 72, 32, 22, 26, 56, 54, 38, 72, 84, 44, 68, 54, 46, 80, 96, 74, 62, 38, 46, 40, 58, 94, 28, 42, 20, 70, 64, 84, 54, 66, 40, 24, 64, 50, 20, 20, 26, 22, 26, 22, 20, 26, 16, 76, 86, 68, 158, 150, 26, 72, 98, 72, 44, 58, 66, 110, 94, 134, 76, 34, 30, 52, 52, 66, 22, 62, 14, 18, 8, 38, 80, 40, 64, 70, 74, 78, 106, 88, 72, 184, 255, 255, 255, 120, 36, 22, 28, 14, 6, 6, 12, 6, 10, 26, 20, 24, 14, 16, 32, 28, 26, 24, 20, 42, 18, 14, 26, 18, 20, 26, 6, 26, 42, 52, 78, 126, 136, 78, 90, 86, 34, 100, 52, 38, 38, 14, 112, 110, 118, 80, 104, 36, 156, 74, 20, 14, 20, 84, 200, 250, 255, 255, 212, 106, 70, 56, 52, 30, 26, 32, 14, 8, 8, 10, 10, 4, 8, 16, 24, 20, 10, 14, 6, 14, 10, 32, 22, 18, 8, 18, 2, 10, 30, 14, 12, 18, 22, 34, 20, 12, 22, 30, 42, 38, 10, 20, 58, 54, 10, 36, 36, 14, 38, 34, 26, 18, 6, 30, 26, 8, 20, 42, 22, 22, 72, 52, 70, 144, 108, 70, 74, 92, 50, 46, 82, 88, 40, 20, 90, 184, 255, 186, 64, 54, 22, 18, 46, 66, 24, 32, 0},
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+};
diff --git a/benchmarks/sobel/sobel.c b/benchmarks/sobel/sobel.c
new file mode 100644
index 0000000..e40e066
--- /dev/null
+++ b/benchmarks/sobel/sobel.c
@@ -0,0 +1,77 @@
+// source: https://github.com/LegUpComputing/legup-examples/tree/master/tutorials/sobel
+
+#include <stdio.h>
+#include <stdlib.h>
+#include "input.h"
+#include "output.h"
+
+#define WIDTH 512
+#define HEIGHT 512
+
+void sobel_filter(unsigned char input[][WIDTH],
+ unsigned char output[][WIDTH]) {
+ int i, j;
+ int m, n;
+
+ int gx_sum, gy_sum, sum;
+
+ int gx[3][3] = {{-1, 0, 1},
+ {-2, 0, 2},
+ {-1, 0, 1}};
+
+ int gy[3][3] = {{ 1, 2, 1},
+ { 0, 0, 0},
+ {-1, -2, -1}};
+
+ for (i = 0; i < HEIGHT; i++) {
+ for (j = 0; j < WIDTH; j++) {
+ sum = 0;
+ int outofbounds = 0;
+ outofbounds |= (i < 1) | (i > (HEIGHT - 2));
+ outofbounds |= (j < 1) | (j > (WIDTH - 2));
+
+ gx_sum = 0;
+ gy_sum = 0;
+ for (m = -1; m <= 1; m++) {
+ for (n = -1; n <= 1; n++) {
+ gx_sum += (outofbounds) ? 0 :
+ ((int)input[i + m][j + n]) * gx[m + 1][n + 1];
+ gy_sum += (outofbounds) ? 0 :
+ ((int)input[i + m][j + n]) * gy[m + 1][n + 1];
+ }
+ }
+
+ gx_sum = (gx_sum < 0) ? -gx_sum : gx_sum;
+ gy_sum = (gy_sum < 0) ? -gy_sum : gy_sum;
+
+ sum = gx_sum + gy_sum;
+ sum = (sum > 255) ? 255 : sum;
+
+ output[i][j] = (unsigned int)sum;
+ }
+ }
+}
+
+int main()
+{
+ unsigned char sobel_output[HEIGHT][WIDTH];
+
+ sobel_filter(elaine_512_input, sobel_output);
+
+ int result = 0;
+ int i, j;
+
+ for(i = 0; i < HEIGHT; i++) {
+ for(j = 0; j < WIDTH; j++){
+ if( sobel_output[i][j] != elaine_512_golden_output[i][j])
+ result++;
+ }
+ }
+
+ if (!result)
+ printf("PASS!\n");
+ else
+ printf("FAIL with %d differences\n", result);
+
+ return result;
+}
generated by cgit (git 2.34.1) at 2024-06-18 11:54:39 +0000