From: miha-q <>
Date: Thu, 7 Mar 2024 22:03:04 +0000 (-0500)
Subject: Thu Mar  7 05:03:04 PM EST 2024
X-Git-Url: http://www.foleosoft.com/?a=commitdiff_plain;h=f3f8fb28f4a481ed7e9342f474ced420f2964818;p=QAnsel.git

Thu Mar  7 05:03:04 PM EST 2024
---

diff --git a/src/.kernel.tmp.1 b/src/.kernel.tmp.1
new file mode 100644
index 0000000..000b73e
--- /dev/null
+++ b/src/.kernel.tmp.1
@@ -0,0 +1,272 @@
+__kernel void kernel_dot
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    __global float* ptrB,
+    const int rowsA,
+    const int colsA,
+    const int rowsB,
+    const int colsB
+)
+{
+    const int rowsR = rowsA;
+    const int colsR = colsB;
+    const int rowR = get_global_id(0); //{gpu_only}
+    const int colR = get_global_id(1); //{gpu_only}
+    
+    float rR = 0;
+    float iR = 0;
+    const int posR = rowR * (colsR * 2) + (colR * 2);
+
+    for (int i = 0; i < colsA; i++)
+    {
+        const int posA = rowR * (colsA * 2) + (i * 2);
+        const int posB = i * (colsB * 2) + (colR * 2);
+
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+        const float rB = ptrB[posB];
+        const float iB = ptrB[posB + 1];
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+
+        rR += first + lasts;
+        iR += outer + inner;
+    }
+    ptrR[rowR * (colsR * 2) + (colR * 2)] = rR;
+    ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = iR;
+}
+
+__kernel void kernel_knk
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    __global float* ptrB,
+    const int rowsA,
+    const int colsA,
+    const int rowsB,
+    const int colsB
+)
+{
+    const int rowsR = rowsA * rowsB;
+    const int colsR = colsA * colsB;
+    const int rowR = get_global_id(0); //{gpu_only}
+    for (int colR = 0; colR < colsR; colR++)
+    {
+        const int rowA = rowR / rowsB;
+        const int colA = colR / colsB;
+        const int rowB = rowR % rowsB;
+        const int colB = colR % colsB;
+
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const int posB = rowB * (colsB * 2) + (colB * 2);
+
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+        const float rB = ptrB[posB];
+        const float iB = ptrB[posB + 1];
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+        ptrR[rowR * (colsR * 2) + (colR * 2)] = first + lasts;
+        ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = outer + inner;
+    }
+}
+
+__kernel void kernel_knk_2
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    __global float* ptrB,
+    const int rowsA,
+    const int colsA,
+    const int rowsB,
+    const int colsB
+)
+{
+    //This is based off the equality that
+    //  (A knk I) dot (J knk B) = A knk B
+    //  If I and J are identity matrices, then
+    //      we don't even need to compute them
+    //      to know their values at a given
+    //      index, meaning we just need to
+    //      carry out effectively a copy of
+    //      the dot product procedure.
+    const int rowsI = rowsB;
+    const int colsI = rowsI;
+    const int rowsJ = colsA;
+    const int colsJ = rowsJ;
+    const int rowsX = rowsA * rowsI;
+    const int colsX = colsA * colsI;
+    const int rowsY = rowsJ * rowsB;
+    const int colsY = colsJ * colsB;
+    const int rowsR = rowsX;
+    const int colsR = colsY;
+
+    const int rowR = get_global_id(0); //{gpu_only}
+    const int colR = get_global_id(1); //{gpu_only}
+    int posA, posB;
+    float rR = 0;
+    float iR = 0;
+    const int posR = rowR * (colsR * 2) + (colR * 2);
+
+    for (int i = 0; i < colsX; i++)
+    {
+        const int rowX = rowR;
+        const int colX = i;
+        const int rowY = i;
+        const int colY = colR;
+
+        const int rowA = rowX / rowsI;
+        const int colA = colX / colsI;
+        const int rowI = rowX % rowsI;
+        const int colI = colX % colsI;
+
+        const int rowJ = rowY / rowsB;
+        const int colJ = colY / colsB;
+        const int rowB = rowY % rowsB;
+        const int colB = colY % colsB;
+
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const int posB = rowB * (colsB * 2) + (colB * 2);
+
+        const float rA = rowI == colI ? ptrA[posA] : 0;
+        const float iA = rowI == colI ? ptrA[posA + 1] : 0;
+        const float rB = rowJ == colJ ? ptrB[posB] : 0;
+        const float iB = rowJ == colJ ? ptrB[posB + 1] : 0;
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+
+        rR += first + lasts;
+        iR += outer + inner;
+    }
+    ptrR[rowR * (colsR * 2) + (colR * 2)] = rR;
+    ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = iR;
+
+}
+
+__kernel void kernel_knk_3
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    const int rowsA,
+    const int colsA,
+    const float gate0,
+    const float gate1,
+    const float gate2,
+    const float gate3,
+    const float gate4,
+    const float gate5,
+    const float gate6,
+    const float gate7
+)
+{
+    const int rowsR = rowsA * 2;
+    const int colsR = colsA * 2;
+    const int rowR = get_global_id(0); //{gpu_only}
+    for (int colR = 0; colR < colsR; colR++)
+    {
+        const int rowA = rowR / 2;
+        const int colA = colR / 2;
+        const int rowB = rowR % 2;
+        const int colB = colR % 2;
+        float rB, iB;
+        switch ((rowB << 1) | colB)
+        {
+            case 0b00: rB = gate0; iB = gate1; break;
+            case 0b01: rB = gate2; iB = gate3; break;
+            case 0b10: rB = gate4; iB = gate5; break;
+            case 0b11: rB = gate6; iB = gate7; break;
+        }
+
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+        ptrR[rowR * (colsR * 2) + (colR * 2)] = first + lasts;
+        ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = outer + inner;
+    }
+}
+
+__kernel void kernel_knk_2x2
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    const int rowsA,
+    const int colsA,
+    const float gate0,
+    const float gate1,
+    const float gate2,
+    const float gate3,
+    const float gate4,
+    const float gate5,
+    const float gate6,
+    const float gate7
+)
+{
+    const int rowsR = rowsA * 2;
+    const int colsR = colsA * 2;
+    const int rowR = get_global_id(0) * 2; //{gpu_only}
+    for (int colR = 0; colR < colsR; colR += 2)
+    {
+        const int rowA = rowR / 2;
+        const int colA = colR / 2;
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+
+        for (int i = 0; i < 4; i++)
+        {
+            float rB, iB;
+            switch (i)
+            {
+                case 0: rB = gate0; iB = gate1; break;
+                case 1: rB = gate2; iB = gate3; break;
+                case 2: rB = gate4; iB = gate5; break;
+                case 3: rB = gate6; iB = gate7; break;
+            }
+
+            //(rA + iA)(rB + iB)
+            const float first = rA * rB;
+            const float outer = rA * iB;
+            const float inner = iA * rB;
+            const float lasts = iA * iB;
+            switch (i)
+            {
+                case 0:
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 0) * 2)] = first + lasts;
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 0) * 2) + 1] = outer + inner;
+                break;
+                case 1:
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 1) * 2)] = first + lasts;
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 1) * 2) + 1] = outer + inner;
+                break;
+                case 2:
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 0) * 2)] = first + lasts;
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 0) * 2) + 1] = outer + inner;
+                break;
+                case 3:
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 1) * 2)] = first + lasts;
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 1) * 2) + 1] = outer + inner;
+                break;
+            }
+
+        }
+    }
+}
diff --git a/src/.kernel.tmp.2 b/src/.kernel.tmp.2
new file mode 100644
index 0000000..71d43a2
--- /dev/null
+++ b/src/.kernel.tmp.2
@@ -0,0 +1,272 @@
+__kernel void kernel_dot
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    __global float* ptrB,
+    const int rowsA,
+    const int colsA,
+    const int rowsB,
+    const int colsB
+)
+{
+    const int rowsR = rowsA;
+    const int colsR = colsB;
+    const int rowR = get_global_id(0); //{gpu_only}
+    const int colR = get_global_id(1); //{gpu_only}
+    
+    float rR = 0;
+    float iR = 0;
+    const int posR = rowR * (colsR * 2) + (colR * 2);
+
+    for (int i = 0; i < colsA; i++)
+    {
+        const int posA = rowR * (colsA * 2) + (i * 2);
+        const int posB = i * (colsB * 2) + (colR * 2);
+
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+        const float rB = ptrB[posB];
+        const float iB = ptrB[posB + 1];
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+
+        rR += first + lasts;
+        iR += outer + inner;
+    }
+    ptrR[rowR * (colsR * 2) + (colR * 2)] = rR;
+    ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = iR;
+}
+
+__kernel void kernel_knk
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    __global float* ptrB,
+    const int rowsA,
+    const int colsA,
+    const int rowsB,
+    const int colsB
+)
+{
+    const int rowsR = rowsA * rowsB;
+    const int colsR = colsA * colsB;
+    const int rowR = get_global_id(0); //{gpu_only}
+    for (int colR = 0; colR < colsR; colR++)
+    {
+        const int rowA = rowR / rowsB;
+        const int colA = colR / colsB;
+        const int rowB = rowR % rowsB;
+        const int colB = colR % colsB;
+
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const int posB = rowB * (colsB * 2) + (colB * 2);
+
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+        const float rB = ptrB[posB];
+        const float iB = ptrB[posB + 1];
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+        ptrR[rowR * (colsR * 2) + (colR * 2)] = first + lasts;
+        ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = outer + inner;
+    }
+}
+
+__kernel void kernel_knk_2
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    __global float* ptrB,
+    const int rowsA,
+    const int colsA,
+    const int rowsB,
+    const int colsB
+)
+{
+    //This is based off the equality that
+    //  (A knk I) dot (J knk B) = A knk B
+    //  If I and J are identity matrices, then
+    //      we don't even need to compute them
+    //      to know their values at a given
+    //      index, meaning we just need to
+    //      carry out effectively a copy of
+    //      the dot product procedure.
+    const int rowsI = rowsB;
+    const int colsI = rowsI;
+    const int rowsJ = colsA;
+    const int colsJ = rowsJ;
+    const int rowsX = rowsA * rowsI;
+    const int colsX = colsA * colsI;
+    const int rowsY = rowsJ * rowsB;
+    const int colsY = colsJ * colsB;
+    const int rowsR = rowsX;
+    const int colsR = colsY;
+
+    const int rowR = get_global_id(0); //{gpu_only}
+    const int colR = get_global_id(1); //{gpu_only}
+    int posA, posB;
+    float rR = 0;
+    float iR = 0;
+    const int posR = rowR * (colsR * 2) + (colR * 2);
+
+    for (int i = 0; i < colsX; i++)
+    {
+        const int rowX = rowR;
+        const int colX = i;
+        const int rowY = i;
+        const int colY = colR;
+
+        const int rowA = rowX / rowsI;
+        const int colA = colX / colsI;
+        const int rowI = rowX % rowsI;
+        const int colI = colX % colsI;
+
+        const int rowJ = rowY / rowsB;
+        const int colJ = colY / colsB;
+        const int rowB = rowY % rowsB;
+        const int colB = colY % colsB;
+
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const int posB = rowB * (colsB * 2) + (colB * 2);
+
+        const float rA = rowI == colI ? ptrA[posA] : 0;
+        const float iA = rowI == colI ? ptrA[posA + 1] : 0;
+        const float rB = rowJ == colJ ? ptrB[posB] : 0;
+        const float iB = rowJ == colJ ? ptrB[posB + 1] : 0;
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+
+        rR += first + lasts;
+        iR += outer + inner;
+    }
+    ptrR[rowR * (colsR * 2) + (colR * 2)] = rR;
+    ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = iR;
+
+}
+
+__kernel void kernel_knk_3
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    const int rowsA,
+    const int colsA,
+    const float gate0,
+    const float gate1,
+    const float gate2,
+    const float gate3,
+    const float gate4,
+    const float gate5,
+    const float gate6,
+    const float gate7
+)
+{
+    const int rowsR = rowsA * 2;
+    const int colsR = colsA * 2;
+    const int rowR = get_global_id(0); //{gpu_only}
+    for (int colR = 0; colR < colsR; colR++)
+    {
+        const int rowA = rowR / 2;
+        const int colA = colR / 2;
+        const int rowB = rowR % 2;
+        const int colB = colR % 2;
+        float rB, iB;
+        switch ((rowB << 1) | colB)
+        {
+            case 0b00: rB = gate0; iB = gate1; break;
+            case 0b01: rB = gate2; iB = gate3; break;
+            case 0b10: rB = gate4; iB = gate5; break;
+            case 0b11: rB = gate6; iB = gate7; break;
+        }
+
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+        ptrR[rowR * (colsR * 2) + (colR * 2)] = first + lasts;
+        ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = outer + inner;
+    }
+}
+
+__kernel void kernel_knk_2x2
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    const int rowsA,
+    const int colsA,
+    const float gate0,
+    const float gate1,
+    const float gate2,
+    const float gate3,
+    const float gate4,
+    const float gate5,
+    const float gate6,
+    const float gate7
+)
+{
+    const int rowsR = rowsA * 2;
+    const int colsR = colsA * 2;
+    const int rowR = get_global_id(0) * 2; //{gpu_only}
+    for (int colR = 0; colR < colsR; colR += 2)
+    {
+        const int rowA = rowR / 2;
+        const int colA = colR / 2;
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+
+        for (int i = 0; i < 4; i++)
+        {
+            float rB, iB;
+            switch (i)
+            {
+                case 0: rB = gate0; iB = gate1; break;
+                case 1: rB = gate2; iB = gate3; break;
+                case 2: rB = gate4; iB = gate5; break;
+                case 3: rB = gate6; iB = gate7; break;
+            }
+
+            //(rA + iA)(rB + iB)
+            const float first = rA * rB;
+            const float outer = rA * iB;
+            const float inner = iA * rB;
+            const float lasts = iA * iB;
+            switch (i)
+            {
+                case 0:
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 0) * 2)] = first + lasts;
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 0) * 2) + 1] = outer + inner;
+                break;
+                case 1:
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 1) * 2)] = first + lasts;
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 1) * 2) + 1] = outer + inner;
+                break;
+                case 2:
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 0) * 2)] = first + lasts;
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 0) * 2) + 1] = outer + inner;
+                break;
+                case 3:
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 1) * 2)] = first + lasts;
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 1) * 2) + 1] = outer + inner;
+                break;
+            }
+
+        }
+    }
+}
\ No newline at end of file
diff --git a/src/QAnsel.c b/src/QAnsel.c
index 4d02996..b2ad026 100644
--- a/src/QAnsel.c
+++ b/src/QAnsel.c
@@ -220,7 +220,7 @@ void qansel_instruction(cpx_mtx_t* stateVector, unsigned char qubitCount, QInstr
 		us2 = get_time();
 		printf("\tMetal: %lu\n", us2 - us1);
 		us1 = get_time();
-		cpx_mtx_knk_metal_2(tmp.ptr, filter.ptr, gate.ptr, filter.rows, filter.cols, gate.rows, gate.cols);
+		cpx_mtx_knk_metal_2x2(tmp.ptr, filter.ptr, gate.ptr, filter.rows, filter.cols, gate.rows, gate.cols);
 		us2 = get_time();
 		printf("\tMetal2: %lu\n", us2 - us1);
 		
@@ -255,7 +255,7 @@ void qansel_instruction(cpx_mtx_t* stateVector, unsigned char qubitCount, QInstr
 		#else
 		if (USE_GPU && tmp.rows >= 512)
 		{
-			cpx_mtx_knk_metal_2(tmp.ptr, filter.ptr, gate.ptr, filter.rows, filter.cols, gate.rows, gate.cols);
+			cpx_mtx_knk_metal_2x2(tmp.ptr, filter.ptr, gate.ptr, filter.rows, filter.cols, gate.rows, gate.cols);
 		}
 		else if (USE_THREADS && tmp.rows >= 512)
 		{
diff --git a/src/complex.c b/src/complex.c
index e4af56b..ae87f09 100644
--- a/src/complex.c
+++ b/src/complex.c
@@ -6,7 +6,8 @@
 #include <pthread.h>
 #include <string.h>
 #include "cores.c"
-#include "kernel_cpu.cl.c"
+#include "kernel_cpu.cl"
+#include "kernel_gpu.cl"
 typedef struct
 {
     float real, imaginary;
@@ -278,7 +279,6 @@ void cpx_mtx_dot_threads(float* ptrR, float* ptrA, float* ptrB, int rowsA, int c
 #define CL_TARGET_OPENCL_VERSION 300
 #include <CL/cl.h>
 #define gpuerr(x) if (err != CL_SUCCESS) { fprintf(stderr, "GPU fatal error: " #x "() failed.\n"); exit(1); }
-#include "kernel.cl.c"
 cl_platform_id cpx_mtx_platform_id;
 cl_device_id cpx_mtx_device_id;
 cl_context cpx_mtx_context;
@@ -379,7 +379,7 @@ void cpx_mtx_dot_metal(float* ptrR, float* ptrA, float* ptrB, int rowsA, int col
 	cl_program program;
 	if (cpx_mtx_cache == NULL)
 	{
-		program = clCreateProgramWithSource(cpx_mtx_context, 1, (const char*[]){src_kernel_cl}, NULL, &err);
+		program = clCreateProgramWithSource(cpx_mtx_context, 1, (const char*[]){kernel_gpu}, NULL, &err);
 		gpuerr(clCreateProgramWithSource);
 		err = clBuildProgram(program, 1, &cpx_mtx_device_id, NULL, NULL, NULL);
 		if (err != CL_SUCCESS)
@@ -481,7 +481,7 @@ void cpx_mtx_knk_metal(float* ptrR, float* ptrA, float* ptrB, int rowsA, int col
 	cl_program program;
 	if (cpx_mtx_cache == NULL)
 	{
-		program = clCreateProgramWithSource(cpx_mtx_context, 1, (const char*[]){src_kernel_cl}, NULL, &err);
+		program = clCreateProgramWithSource(cpx_mtx_context, 1, (const char*[]){kernel_gpu}, NULL, &err);
         gpuerr(clCreateProgramWithSource);
 		err = clBuildProgram(program, 1, &cpx_mtx_device_id, NULL, NULL, NULL);
 		if (err != CL_SUCCESS)
@@ -549,9 +549,10 @@ void cpx_mtx_knk_metal(float* ptrR, float* ptrA, float* ptrB, int rowsA, int col
 	err = clReleaseMemObject(memR); gpuerr(clReleaseMemObject);
 }
 
-
-
-void cpx_mtx_knk_metal_2(float* ptrR, float* ptrA, float* ptrB, int rowsA, int colsA, int rowsB, int colsB)
+//This only works if ptrA is NxM where both N and X are divisible by two,
+//	and ptrB is 2x2. If both are true, this is much more efficient than
+//	the standard knk_metal() function. 
+void cpx_mtx_knk_metal_2x2(float* ptrR, float* ptrA, float* ptrB, int rowsA, int colsA, int rowsB, int colsB)
 {
 	int rowsR = rowsA * rowsB;
 	int colsR = colsA * colsB;
@@ -570,7 +571,7 @@ void cpx_mtx_knk_metal_2(float* ptrR, float* ptrA, float* ptrB, int rowsA, int c
 	cl_program program;
 	if (cpx_mtx_cache == NULL)
 	{
-		program = clCreateProgramWithSource(cpx_mtx_context, 1, (const char*[]){src_kernel_cl}, NULL, &err);
+		program = clCreateProgramWithSource(cpx_mtx_context, 1, (const char*[]){kernel_gpu}, NULL, &err);
         gpuerr(clCreateProgramWithSource);
 		err = clBuildProgram(program, 1, &cpx_mtx_device_id, NULL, NULL, NULL);
 		if (err != CL_SUCCESS)
@@ -618,7 +619,7 @@ void cpx_mtx_knk_metal_2(float* ptrR, float* ptrA, float* ptrB, int rowsA, int c
 	float gate5 = ptrB[5];
 	float gate6 = ptrB[6];
 	float gate7 = ptrB[7];
-	cl_kernel kernel = clCreateKernel(program, "kernel_knk_3", &err); gpuerr(clCreateKernel);
+	cl_kernel kernel = clCreateKernel(program, "kernel_knk_2x2", &err); gpuerr(clCreateKernel);
 	err = clSetKernelArg(kernel, 0, sizeof(cl_mem), (void*)&memR); gpuerr(clSetKernelArg);
 	err = clSetKernelArg(kernel, 1, sizeof(cl_mem), (void*)&memA); gpuerr(clSetKernelArg);
 	err = clSetKernelArg(kernel, 2, sizeof(int), &rowsA); gpuerr(clSetKernelArg);
@@ -633,7 +634,7 @@ void cpx_mtx_knk_metal_2(float* ptrR, float* ptrA, float* ptrB, int rowsA, int c
 	err = clSetKernelArg(kernel,11, sizeof(float), &gate7); gpuerr(clSetKernelArg);
 
 	//Run the program
-	err = clEnqueueNDRangeKernel(cpx_mtx_command_queue, kernel, 1, NULL, (size_t[]){rowsR}, NULL, 0, NULL, NULL);
+	err = clEnqueueNDRangeKernel(cpx_mtx_command_queue, kernel, 1, NULL, (size_t[]){rowsR / 2}, NULL, 0, NULL, NULL);
 	gpuerr(clEnqueueNDRangeKernel);
 
 	//Wait for completion
diff --git a/src/kernel.cl b/src/kernel.cl
index 864c1b8..fda97b4 100644
--- a/src/kernel.cl
+++ b/src/kernel.cl
@@ -6,18 +6,18 @@ __kernel void kernel_dot
     const int rowsA,
     const int colsA,
     const int rowsB,
-    const int colsB //{gpu_only}
-    //const int colsB, {cpu_only}
-    //const int get_global_id_0, {cpu_only}
-    //const int get_global_id_1 {cpu_only}
+    const int colsB
+    ,   const int get_global_id_0, //{cpu_only}
+        const int get_global_id_1 //{cpu_only}
 )
 {
     const int rowsR = rowsA;
     const int colsR = colsB;
     const int rowR = get_global_id(0); //{gpu_only}
     const int colR = get_global_id(1); //{gpu_only}
-    //const int rowR = get_global_id_0; {cpu_only}
-    //const int colR = get_global_id_1; {cpu_only}
+    const int rowR = get_global_id_0; //{cpu_only}
+    const int colR = get_global_id_1; //{cpu_only}
+    
     float rR = 0;
     float iR = 0;
     const int posR = rowR * (colsR * 2) + (colR * 2);
@@ -53,15 +53,14 @@ __kernel void kernel_knk
     const int rowsA,
     const int colsA,
     const int rowsB,
-    const int colsB //{gpu_only}
-    //const int colsB, {cpu_only}
-    //const int get_global_id_0{cpu_only}
+    const int colsB
+    ,   const int get_global_id_0 //{cpu_only}
 )
 {
     const int rowsR = rowsA * rowsB;
     const int colsR = colsA * colsB;
     const int rowR = get_global_id(0); //{gpu_only}
-    //const int rowR = get_global_id_0; {cpu_only}
+    const int rowR = get_global_id_0; //{cpu_only}
     for (int colR = 0; colR < colsR; colR++)
     {
         const int rowA = rowR / rowsB;
@@ -95,10 +94,9 @@ __kernel void kernel_knk_2
     const int rowsA,
     const int colsA,
     const int rowsB,
-    const int colsB //{gpu_only}
-    //const int colsB, {cpu_only}
-    //const int get_global_id_0, {cpu_only}
-    //const int get_global_id_1 {cpu_only}
+    const int colsB
+    ,   const int get_global_id_0, //{cpu_only}
+        const int get_global_id_1 //{cpu_only}
 )
 {
     //This is based off the equality that
@@ -122,8 +120,8 @@ __kernel void kernel_knk_2
 
     const int rowR = get_global_id(0); //{gpu_only}
     const int colR = get_global_id(1); //{gpu_only}
-    //const int rowR = get_global_id_0; {cpu_only}
-    //const int colR = get_global_id_1; {cpu_only}
+    const int rowR = get_global_id_0; //{cpu_only}
+    const int colR = get_global_id_1; //{cpu_only}
     int posA, posB;
     float rR = 0;
     float iR = 0;
@@ -182,13 +180,13 @@ __kernel void kernel_knk_3
     const float gate5,
     const float gate6,
     const float gate7
-    //, const int get_global_id_0 {cpu_only}
+    , const int get_global_id_0 //{cpu_only}
 )
 {
     const int rowsR = rowsA * 2;
     const int colsR = colsA * 2;
     const int rowR = get_global_id(0); //{gpu_only}
-    //const int rowR = get_global_id_0; {cpu_only}
+    const int rowR = get_global_id_0; //{cpu_only}
     for (int colR = 0; colR < colsR; colR++)
     {
         const int rowA = rowR / 2;
@@ -216,4 +214,73 @@ __kernel void kernel_knk_3
         ptrR[rowR * (colsR * 2) + (colR * 2)] = first + lasts;
         ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = outer + inner;
     }
+}
+
+__kernel void kernel_knk_2x2
+(
+    __global float* ptrR,
+    __global float* ptrA,
+    const int rowsA,
+    const int colsA,
+    const float gate0,
+    const float gate1,
+    const float gate2,
+    const float gate3,
+    const float gate4,
+    const float gate5,
+    const float gate6,
+    const float gate7
+    , const int get_global_id_0 //{cpu_only}
+)
+{
+    const int rowsR = rowsA * 2;
+    const int colsR = colsA * 2;
+    const int rowR = get_global_id(0) * 2; //{gpu_only}
+    const int rowR = get_global_id_0 * 2; //{cpu_only}
+    for (int colR = 0; colR < colsR; colR += 2)
+    {
+        const int rowA = rowR / 2;
+        const int colA = colR / 2;
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+
+        for (int i = 0; i < 4; i++)
+        {
+            float rB, iB;
+            switch (i)
+            {
+                case 0: rB = gate0; iB = gate1; break;
+                case 1: rB = gate2; iB = gate3; break;
+                case 2: rB = gate4; iB = gate5; break;
+                case 3: rB = gate6; iB = gate7; break;
+            }
+
+            //(rA + iA)(rB + iB)
+            const float first = rA * rB;
+            const float outer = rA * iB;
+            const float inner = iA * rB;
+            const float lasts = iA * iB;
+            switch (i)
+            {
+                case 0:
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 0) * 2)] = first + lasts;
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 0) * 2) + 1] = outer + inner;
+                break;
+                case 1:
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 1) * 2)] = first + lasts;
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 1) * 2) + 1] = outer + inner;
+                break;
+                case 2:
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 0) * 2)] = first + lasts;
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 0) * 2) + 1] = outer + inner;
+                break;
+                case 3:
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 1) * 2)] = first + lasts;
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 1) * 2) + 1] = outer + inner;
+                break;
+            }
+
+        }
+    }
 }
\ No newline at end of file
diff --git a/src/kernel.cl.c b/src/kernel.cl.c
deleted file mode 100644
index 64b873a..0000000
--- a/src/kernel.cl.c
+++ /dev/null
@@ -1,549 +0,0 @@
-unsigned char src_kernel_cl[] = {
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-  0x00
-};
-unsigned int src_kernel_cl_len = 6541;
diff --git a/src/kernel_cpu.cl b/src/kernel_cpu.cl
new file mode 100644
index 0000000..5b15285
--- /dev/null
+++ b/src/kernel_cpu.cl
@@ -0,0 +1,279 @@
+void kernel_dot
+(
+    float* ptrR,
+    float* ptrA,
+    float* ptrB,
+    const int rowsA,
+    const int colsA,
+    const int rowsB,
+    const int colsB
+    ,   const int get_global_id_0, //{cpu_only}
+        const int get_global_id_1 //{cpu_only}
+)
+{
+    const int rowsR = rowsA;
+    const int colsR = colsB;
+    const int rowR = get_global_id_0; //{cpu_only}
+    const int colR = get_global_id_1; //{cpu_only}
+    
+    float rR = 0;
+    float iR = 0;
+    const int posR = rowR * (colsR * 2) + (colR * 2);
+
+    for (int i = 0; i < colsA; i++)
+    {
+        const int posA = rowR * (colsA * 2) + (i * 2);
+        const int posB = i * (colsB * 2) + (colR * 2);
+
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+        const float rB = ptrB[posB];
+        const float iB = ptrB[posB + 1];
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+
+        rR += first + lasts;
+        iR += outer + inner;
+    }
+    ptrR[rowR * (colsR * 2) + (colR * 2)] = rR;
+    ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = iR;
+}
+
+void kernel_knk
+(
+    float* ptrR,
+    float* ptrA,
+    float* ptrB,
+    const int rowsA,
+    const int colsA,
+    const int rowsB,
+    const int colsB
+    ,   const int get_global_id_0 //{cpu_only}
+)
+{
+    const int rowsR = rowsA * rowsB;
+    const int colsR = colsA * colsB;
+    const int rowR = get_global_id_0; //{cpu_only}
+    for (int colR = 0; colR < colsR; colR++)
+    {
+        const int rowA = rowR / rowsB;
+        const int colA = colR / colsB;
+        const int rowB = rowR % rowsB;
+        const int colB = colR % colsB;
+
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const int posB = rowB * (colsB * 2) + (colB * 2);
+
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+        const float rB = ptrB[posB];
+        const float iB = ptrB[posB + 1];
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+        ptrR[rowR * (colsR * 2) + (colR * 2)] = first + lasts;
+        ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = outer + inner;
+    }
+}
+
+void kernel_knk_2
+(
+    float* ptrR,
+    float* ptrA,
+    float* ptrB,
+    const int rowsA,
+    const int colsA,
+    const int rowsB,
+    const int colsB
+    ,   const int get_global_id_0, //{cpu_only}
+        const int get_global_id_1 //{cpu_only}
+)
+{
+    //This is based off the equality that
+    //  (A knk I) dot (J knk B) = A knk B
+    //  If I and J are identity matrices, then
+    //      we don't even need to compute them
+    //      to know their values at a given
+    //      index, meaning we just need to
+    //      carry out effectively a copy of
+    //      the dot product procedure.
+    const int rowsI = rowsB;
+    const int colsI = rowsI;
+    const int rowsJ = colsA;
+    const int colsJ = rowsJ;
+    const int rowsX = rowsA * rowsI;
+    const int colsX = colsA * colsI;
+    const int rowsY = rowsJ * rowsB;
+    const int colsY = colsJ * colsB;
+    const int rowsR = rowsX;
+    const int colsR = colsY;
+
+    const int rowR = get_global_id_0; //{cpu_only}
+    const int colR = get_global_id_1; //{cpu_only}
+    int posA, posB;
+    float rR = 0;
+    float iR = 0;
+    const int posR = rowR * (colsR * 2) + (colR * 2);
+
+    for (int i = 0; i < colsX; i++)
+    {
+        const int rowX = rowR;
+        const int colX = i;
+        const int rowY = i;
+        const int colY = colR;
+
+        const int rowA = rowX / rowsI;
+        const int colA = colX / colsI;
+        const int rowI = rowX % rowsI;
+        const int colI = colX % colsI;
+
+        const int rowJ = rowY / rowsB;
+        const int colJ = colY / colsB;
+        const int rowB = rowY % rowsB;
+        const int colB = colY % colsB;
+
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const int posB = rowB * (colsB * 2) + (colB * 2);
+
+        const float rA = rowI == colI ? ptrA[posA] : 0;
+        const float iA = rowI == colI ? ptrA[posA + 1] : 0;
+        const float rB = rowJ == colJ ? ptrB[posB] : 0;
+        const float iB = rowJ == colJ ? ptrB[posB + 1] : 0;
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+
+        rR += first + lasts;
+        iR += outer + inner;
+    }
+    ptrR[rowR * (colsR * 2) + (colR * 2)] = rR;
+    ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = iR;
+
+}
+
+void kernel_knk_3
+(
+    float* ptrR,
+    float* ptrA,
+    const int rowsA,
+    const int colsA,
+    const float gate0,
+    const float gate1,
+    const float gate2,
+    const float gate3,
+    const float gate4,
+    const float gate5,
+    const float gate6,
+    const float gate7
+    , const int get_global_id_0 //{cpu_only}
+)
+{
+    const int rowsR = rowsA * 2;
+    const int colsR = colsA * 2;
+    const int rowR = get_global_id_0; //{cpu_only}
+    for (int colR = 0; colR < colsR; colR++)
+    {
+        const int rowA = rowR / 2;
+        const int colA = colR / 2;
+        const int rowB = rowR % 2;
+        const int colB = colR % 2;
+        float rB, iB;
+        switch ((rowB << 1) | colB)
+        {
+            case 0b00: rB = gate0; iB = gate1; break;
+            case 0b01: rB = gate2; iB = gate3; break;
+            case 0b10: rB = gate4; iB = gate5; break;
+            case 0b11: rB = gate6; iB = gate7; break;
+        }
+
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+
+        //(rA + iA)(rB + iB)
+        const float first = rA * rB;
+        const float outer = rA * iB;
+        const float inner = iA * rB;
+        const float lasts = iA * iB;
+        ptrR[rowR * (colsR * 2) + (colR * 2)] = first + lasts;
+        ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = outer + inner;
+    }
+}
+
+void kernel_knk_2x2
+(
+    float* ptrR,
+    float* ptrA,
+    const int rowsA,
+    const int colsA,
+    const float gate0,
+    const float gate1,
+    const float gate2,
+    const float gate3,
+    const float gate4,
+    const float gate5,
+    const float gate6,
+    const float gate7
+    , const int get_global_id_0 //{cpu_only}
+)
+{
+    const int rowsR = rowsA * 2;
+    const int colsR = colsA * 2;
+    const int rowR = get_global_id_0 * 2; //{cpu_only}
+    for (int colR = 0; colR < colsR; colR += 2)
+    {
+        const int rowA = rowR / 2;
+        const int colA = colR / 2;
+        const int posA = rowA * (colsA * 2) + (colA * 2);
+        const float rA = ptrA[posA];
+        const float iA = ptrA[posA + 1];
+
+        for (int i = 0; i < 4; i++)
+        {
+            float rB, iB;
+            switch (i)
+            {
+                case 0: rB = gate0; iB = gate1; break;
+                case 1: rB = gate2; iB = gate3; break;
+                case 2: rB = gate4; iB = gate5; break;
+                case 3: rB = gate6; iB = gate7; break;
+            }
+
+            //(rA + iA)(rB + iB)
+            const float first = rA * rB;
+            const float outer = rA * iB;
+            const float inner = iA * rB;
+            const float lasts = iA * iB;
+            switch (i)
+            {
+                case 0:
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 0) * 2)] = first + lasts;
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 0) * 2) + 1] = outer + inner;
+                break;
+                case 1:
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 1) * 2)] = first + lasts;
+                    ptrR[(rowR + 0) * (colsR * 2) + ((colR + 1) * 2) + 1] = outer + inner;
+                break;
+                case 2:
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 0) * 2)] = first + lasts;
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 0) * 2) + 1] = outer + inner;
+                break;
+                case 3:
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 1) * 2)] = first + lasts;
+                    ptrR[(rowR + 1) * (colsR * 2) + ((colR + 1) * 2) + 1] = outer + inner;
+                break;
+            }
+
+        }
+    }
+}
diff --git a/src/kernel_cpu.cl.c b/src/kernel_cpu.cl.c
deleted file mode 100644
index ca9f605..0000000
--- a/src/kernel_cpu.cl.c
+++ /dev/null
@@ -1,210 +0,0 @@
-void kernel_dot
-(
-    float* ptrR,
-    float* ptrA,
-    float* ptrB,
-    const int rowsA,
-    const int colsA,
-    const int rowsB,
-    const int colsB, 
-    const int get_global_id_0, 
-    const int get_global_id_1 
-)
-{
-    const int rowsR = rowsA;
-    const int colsR = colsB;
-    const int rowR = get_global_id_0; 
-    const int colR = get_global_id_1; 
-    float rR = 0;
-    float iR = 0;
-    const int posR = rowR * (colsR * 2) + (colR * 2);
-
-    for (int i = 0; i < colsA; i++)
-    {
-        const int posA = rowR * (colsA * 2) + (i * 2);
-        const int posB = i * (colsB * 2) + (colR * 2);
-
-        const float rA = ptrA[posA];
-        const float iA = ptrA[posA + 1];
-        const float rB = ptrB[posB];
-        const float iB = ptrB[posB + 1];
-
-        //(rA + iA)(rB + iB)
-        const float first = rA * rB;
-        const float outer = rA * iB;
-        const float inner = iA * rB;
-        const float lasts = iA * iB;
-
-        rR += first + lasts;
-        iR += outer + inner;
-    }
-    ptrR[rowR * (colsR * 2) + (colR * 2)] = rR;
-    ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = iR;
-}
-
-void kernel_knk
-(
-    float* ptrR,
-    float* ptrA,
-    float* ptrB,
-    const int rowsA,
-    const int colsA,
-    const int rowsB,
-    const int colsB, 
-    const int get_global_id_0
-)
-{
-    const int rowsR = rowsA * rowsB;
-    const int colsR = colsA * colsB;
-    const int rowR = get_global_id_0; 
-    for (int colR = 0; colR < colsR; colR++)
-    {
-        const int rowA = rowR / rowsB;
-        const int colA = colR / colsB;
-        const int rowB = rowR % rowsB;
-        const int colB = colR % colsB;
-
-        const int posA = rowA * (colsA * 2) + (colA * 2);
-        const int posB = rowB * (colsB * 2) + (colB * 2);
-
-        const float rA = ptrA[posA];
-        const float iA = ptrA[posA + 1];
-        const float rB = ptrB[posB];
-        const float iB = ptrB[posB + 1];
-
-        //(rA + iA)(rB + iB)
-        const float first = rA * rB;
-        const float outer = rA * iB;
-        const float inner = iA * rB;
-        const float lasts = iA * iB;
-        ptrR[rowR * (colsR * 2) + (colR * 2)] = first + lasts;
-        ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = outer + inner;
-    }
-}
-
-void kernel_knk_2
-(
-    float* ptrR,
-    float* ptrA,
-    float* ptrB,
-    const int rowsA,
-    const int colsA,
-    const int rowsB,
-    const int colsB, 
-    const int get_global_id_0, 
-    const int get_global_id_1 
-)
-{
-    //This is based off the equality that
-    //  (A knk I) dot (J knk B) = A knk B
-    //  If I and J are identity matrices, then
-    //      we don't even need to compute them
-    //      to know their values at a given
-    //      index, meaning we just need to
-    //      carry out effectively a copy of
-    //      the dot product procedure.
-    const int rowsI = rowsB;
-    const int colsI = rowsI;
-    const int rowsJ = colsA;
-    const int colsJ = rowsJ;
-    const int rowsX = rowsA * rowsI;
-    const int colsX = colsA * colsI;
-    const int rowsY = rowsJ * rowsB;
-    const int colsY = colsJ * colsB;
-    const int rowsR = rowsX;
-    const int colsR = colsY;
-
-    const int rowR = get_global_id_0; 
-    const int colR = get_global_id_1; 
-    int posA, posB;
-    float rR = 0;
-    float iR = 0;
-    const int posR = rowR * (colsR * 2) + (colR * 2);
-
-    for (int i = 0; i < colsX; i++)
-    {
-        const int rowX = rowR;
-        const int colX = i;
-        const int rowY = i;
-        const int colY = colR;
-
-        const int rowA = rowX / rowsI;
-        const int colA = colX / colsI;
-        const int rowI = rowX % rowsI;
-        const int colI = colX % colsI;
-
-        const int rowJ = rowY / rowsB;
-        const int colJ = colY / colsB;
-        const int rowB = rowY % rowsB;
-        const int colB = colY % colsB;
-
-        const int posA = rowA * (colsA * 2) + (colA * 2);
-        const int posB = rowB * (colsB * 2) + (colB * 2);
-
-        const float rA = rowI == colI ? ptrA[posA] : 0;
-        const float iA = rowI == colI ? ptrA[posA + 1] : 0;
-        const float rB = rowJ == colJ ? ptrB[posB] : 0;
-        const float iB = rowJ == colJ ? ptrB[posB + 1] : 0;
-
-        //(rA + iA)(rB + iB)
-        const float first = rA * rB;
-        const float outer = rA * iB;
-        const float inner = iA * rB;
-        const float lasts = iA * iB;
-
-        rR += first + lasts;
-        iR += outer + inner;
-    }
-    ptrR[rowR * (colsR * 2) + (colR * 2)] = rR;
-    ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = iR;
-
-}
-
-void kernel_knk_3
-(
-    float* ptrR,
-    float* ptrA,
-    const int rowsA,
-    const int colsA,
-    const float gate0,
-    const float gate1,
-    const float gate2,
-    const float gate3,
-    const float gate4,
-    const float gate5,
-    const float gate6,
-    const float gate7
-    , const int get_global_id_0 
-)
-{
-    const int rowsR = rowsA * 2;
-    const int colsR = colsA * 2;
-    const int rowR = get_global_id_0; 
-    for (int colR = 0; colR < colsR; colR++)
-    {
-        const int rowA = rowR / 2;
-        const int colA = colR / 2;
-        const int rowB = rowR % 2;
-        const int colB = colR % 2;
-        float rB, iB;
-        switch ((rowB << 1) | colB)
-        {
-            case 0b00: rB = gate0; iB = gate1; break;
-            case 0b01: rB = gate2; iB = gate3; break;
-            case 0b10: rB = gate4; iB = gate5; break;
-            case 0b11: rB = gate6; iB = gate7; break;
-        }
-
-        const int posA = rowA * (colsA * 2) + (colA * 2);
-        const float rA = ptrA[posA];
-        const float iA = ptrA[posA + 1];
-
-        //(rA + iA)(rB + iB)
-        const float first = rA * rB;
-        const float outer = rA * iB;
-        const float inner = iA * rB;
-        const float lasts = iA * iB;
-        ptrR[rowR * (colsR * 2) + (colR * 2)] = first + lasts;
-        ptrR[rowR * (colsR * 2) + (colR * 2) + 1] = outer + inner;
-    }
-}
diff --git a/src/kernel_gpu.cl b/src/kernel_gpu.cl
new file mode 100644
index 0000000..79fe91f
--- /dev/null
+++ b/src/kernel_gpu.cl
@@ -0,0 +1,674 @@
+unsigned char kernel_gpu[] = {
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+};
+unsigned int kernel_gpu_len = 8045;
diff --git a/src/kernel_gpu.cl.h b/src/kernel_gpu.cl.h
new file mode 100644
index 0000000..f247377
--- /dev/null
+++ b/src/kernel_gpu.cl.h
@@ -0,0 +1,606 @@
+unsigned char src_kernel_gpu_cl[] = {
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+};
+unsigned int src_kernel_gpu_cl_len = 7230;