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authorGeorgios Pinitas <georgios.pinitas@arm.com>2019-10-14 19:03:09 +0100
committerGeorgios Pinitas <georgios.pinitas@arm.com>2019-10-23 12:08:12 +0000
commit48b3ef89de5f21a0169d8416e3d54081f82c7bf8 (patch)
treef857d733ccf446c704823dc7ac796a96eb55095e /src/core/NEON/kernels/arm_gemm/mergeresults.cpp
parent1dce3101ef8d77c8cf0af7dfd4af6595a0136b91 (diff)
downloadComputeLibrary-48b3ef89de5f21a0169d8416e3d54081f82c7bf8.tar.gz
COMPMID-2577: Fuse bias addition and activation in gemm assembly kernels
Change-Id: I7f52112d2d05b1ea3d3f3d4b19b8eafab05d6c44 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/2141 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Marquez <pablo.tello@arm.com>
Diffstat (limited to 'src/core/NEON/kernels/arm_gemm/mergeresults.cpp')
-rw-r--r--src/core/NEON/kernels/arm_gemm/mergeresults.cpp107
1 files changed, 107 insertions, 0 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/mergeresults.cpp b/src/core/NEON/kernels/arm_gemm/mergeresults.cpp
new file mode 100644
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+++ b/src/core/NEON/kernels/arm_gemm/mergeresults.cpp
@@ -0,0 +1,107 @@
+/*
+ * Copyright (c) 2017-2018 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+/* As some of the merges need these headers, but are all included in the
+ * arm_gemm namespace, put these headers here. */
+#include <algorithm>
+
+#include <arm_neon.h>
+
+#include "arm_gemm.hpp"
+#include "asmlib.hpp"
+#include "utils.hpp"
+
+namespace arm_gemm {
+
+template<unsigned int twidth, unsigned int height, bool sve=false, typename Tin, typename Tout>
+void MergeResults(Tout * out, const Tin * in, int ldc, int y0, int ymax, int x0, int xmax, const Tout *bias, Activation act, bool append) {
+ // For SVE cases, multiply the width up by the vector length.
+ // Use the *input* type to determine this, since this will be what the kernel operated on.
+ const int width = twidth * (sve ? get_vector_length<Tin>() : 1);
+
+ const int full_y_blocks = (ymax - y0) / height;
+ const int y_remainder = (ymax - y0) % height;
+ const int y_blocks = full_y_blocks + (y_remainder ? 1 : 0);
+
+ const int full_x_blocks = (xmax - x0) / width;
+ const int x_remainder = (xmax - x0) % width;
+ const int x_blocks = full_x_blocks + (x_remainder ? 1 : 0);
+
+ for (int y_block = 0; y_block < y_blocks; y_block++) {
+ int ybase = y0 + (y_block * height);
+
+ int fill_rows = (y_block < full_y_blocks) ? height : y_remainder;
+
+ for (int x_block = 0; x_block < x_blocks; x_block++) {
+ int xbase = x0 + (x_block * width);
+
+ int fill_cols = (x_block < full_x_blocks) ? width : x_remainder;
+
+ for (int row=0; row < fill_rows; row++) {
+ for (int col=0; col < fill_cols; col++) {
+ Tout &r = out[(ybase + row) * ldc + xbase + col];
+ Tout v = in[row * width + col];
+
+ if (append) {
+ v += r;
+ }
+
+ if (bias) {
+ v += bias[xbase + col];
+ }
+
+ switch(act.type) {
+ default:
+ case Activation::Type::None:
+ break;
+
+ case Activation::Type::ReLU:
+ v = std::max(v, static_cast<Tout>(0));
+ break;
+
+ case Activation::Type::BoundedReLU:
+ v = std::max(std::min(v, static_cast<Tout>(act.param1)), static_cast<Tout>(0));
+ break;
+ }
+
+ r = v;
+ }
+ }
+
+ in += (width * height);
+ }
+ }
+}
+
+#include "merges/list.hpp"
+
+#if defined(__aarch64__) && defined(__ARM_FP16_ARGS)
+template void MergeResults<12u, 8u, false, float, __fp16>(__fp16*, float const*, int, int, int, int, int, __fp16 const*, Activation, bool);
+#endif
+
+#if defined(__arm__) && defined(__ARM_FP16_ARGS)
+template void MergeResults<8u, 6u, false, float, __fp16>(__fp16*, float const*, int, int, int, int, int, __fp16 const*, Activation, bool);
+#endif
+
+} // namespace arm_gemm