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authorCNugteren <web@cedricnugteren.nl>2015-09-14 16:57:00 +0200
committerCNugteren <web@cedricnugteren.nl>2015-09-14 16:57:00 +0200
commita2e726d3bd4294f1eae1735f6ba23105dccc6b10 (patch)
tree2685c3204460a300088b13af66128cdda8e64c68 /src/kernels
parent2a383f34501b386b8e6c4beb56c6ac694622f060 (diff)
Added xDOT/xDOTU/xDOTC dot-product routines
Diffstat (limited to 'src/kernels')
-rw-r--r--src/kernels/common.opencl7
-rw-r--r--src/kernels/level1/xdot.opencl106
2 files changed, 113 insertions, 0 deletions
diff --git a/src/kernels/common.opencl b/src/kernels/common.opencl
index 8e71429e..f2a2e7a7 100644
--- a/src/kernels/common.opencl
+++ b/src/kernels/common.opencl
@@ -109,6 +109,13 @@ R"(
#define SetToOne(a) a = ONE
#endif
+// Adds two complex variables
+#if PRECISION == 3232 || PRECISION == 6464
+ #define Add(c, a, b) c.x = a.x + b.x; c.y = a.y + b.y
+#else
+ #define Add(c, a, b) c = a + b
+#endif
+
// Multiply two complex variables (used in the defines below)
#if PRECISION == 3232 || PRECISION == 6464
#define MulReal(a, b) a.x*b.x - a.y*b.y
diff --git a/src/kernels/level1/xdot.opencl b/src/kernels/level1/xdot.opencl
new file mode 100644
index 00000000..e13eb3c1
--- /dev/null
+++ b/src/kernels/level1/xdot.opencl
@@ -0,0 +1,106 @@
+
+// =================================================================================================
+// This file is part of the CLBlast project. The project is licensed under Apache Version 2.0. This
+// project loosely follows the Google C++ styleguide and uses a tab-size of two spaces and a max-
+// width of 100 characters per line.
+//
+// Author(s):
+// Cedric Nugteren <www.cedricnugteren.nl>
+//
+// This file contains the Xdot kernel. It implements a dot-product computation using reduction
+// kernels. Reduction is split in two parts. In the first (main) kernel the X and Y vectors are
+// multiplied, followed by a per-thread and a per-workgroup reduction. The second (epilogue) kernel
+// is executed with a single workgroup only, computing the final result.
+//
+// =================================================================================================
+
+// Enables loading of this file using the C++ pre-processor's #include (C++11 standard raw string
+// literal). Comment-out this line for syntax-highlighting when developing.
+R"(
+
+// Parameters set by the tuner or by the database. Here they are given a basic default value in case
+// this kernel file is used outside of the CLBlast library.
+#ifndef WGS1
+ #define WGS1 64 // The local work-group size of the main kernel
+#endif
+#ifndef WGS2
+ #define WGS2 64 // The local work-group size of the epilogue kernel
+#endif
+
+// =================================================================================================
+
+// The main reduction kernel, performing the multiplication and the majority of the sum operation
+__attribute__((reqd_work_group_size(WGS1, 1, 1)))
+__kernel void Xdot(const int n,
+ const __global real* restrict xgm, const int x_offset, const int x_inc,
+ const __global real* restrict ygm, const int y_offset, const int y_inc,
+ __global real* output, const int do_conjugate) {
+ __local real lm[WGS1];
+ const int lid = get_local_id(0);
+ const int wgid = get_group_id(0);
+ const int num_groups = get_num_groups(0);
+
+ // Performs multiplication and the first steps of the reduction
+ real acc;
+ SetToZero(acc);
+ int id = wgid*WGS1 + lid;
+ while (id < n) {
+ real x = xgm[id*x_inc + x_offset];
+ real y = ygm[id*y_inc + y_offset];
+ if (do_conjugate) { COMPLEX_CONJUGATE(x); }
+ MultiplyAdd(acc, x, y);
+ id += WGS1*num_groups;
+ }
+ lm[lid] = acc;
+ barrier(CLK_LOCAL_MEM_FENCE);
+
+ // Performs reduction in local memory
+ #pragma unroll
+ for (int s=WGS1/2; s>0; s=s>>1) {
+ if (lid < s) {
+ Add(lm[lid], lm[lid], lm[lid + s]);
+ }
+ barrier(CLK_LOCAL_MEM_FENCE);
+ }
+
+ // Stores the per-workgroup result
+ if (lid == 0) {
+ output[wgid] = lm[0];
+ }
+}
+
+// =================================================================================================
+
+// The epilogue reduction kernel, performing the final bit of the sum operation. This kernel has to
+// be launched with a single workgroup only.
+__attribute__((reqd_work_group_size(WGS2, 1, 1)))
+__kernel void XdotEpilogue(const __global real* restrict input,
+ __global real* dot, const int dot_offset) {
+ __local real lm[WGS2];
+ const int lid = get_local_id(0);
+
+ // Performs the first step of the reduction while loading the data
+ Add(lm[lid], input[lid], input[lid + WGS2]);
+ barrier(CLK_LOCAL_MEM_FENCE);
+
+ // Performs reduction in local memory
+ #pragma unroll
+ for (int s=WGS2/2; s>0; s=s>>1) {
+ if (lid < s) {
+ Add(lm[lid], lm[lid], lm[lid + s]);
+ }
+ barrier(CLK_LOCAL_MEM_FENCE);
+ }
+
+ // Stores the final result
+ if (lid == 0) {
+ dot[dot_offset] = lm[0];
+ }
+}
+
+// =================================================================================================
+
+// End of the C++11 raw string literal
+)"
+
+// =================================================================================================