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authorAnthony Barbier <anthony.barbier@arm.com>2018-07-23 16:42:59 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:54:54 +0000
commit3d677ccee046cd384abf2142f323f8e9e7a4834f (patch)
tree2e0d86a1b2438cb94386c55d1bc89b3e1061214c /arm_compute/core/NEON/kernels/assembly/Helpers.h
parent597a85666a84c9a9414264966651551564b79299 (diff)
downloadComputeLibrary-3d677ccee046cd384abf2142f323f8e9e7a4834f.tar.gz
COMPMID-1406: Refactor gemm_interleaved to use our own types and scheduler
- Ported PrepareB kernel from gemm_interleave - Ported TransformA feature from gemm_interleave - Allocate reshaped a and b buffers - Added memory_manager / memory_group - MatrixMultiply kernel - Interleave kernels execution. - Fixed a few bugs: all nightly Convolution tests passing for threads=1 and threads=4 - Added Doxygen documentations and comments in the code - Added support for all data types supported Change-Id: Iffa1c09fda0bb9c61213bb83524d5a48e7ecb03c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141281 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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+/*
+ * Copyright (c) 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.
+ */
+#ifndef __ARM_COMPUTE_ASSEMBLY_HELPERS_H__
+#define __ARM_COMPUTE_ASSEMBLY_HELPERS_H__
+
+#include "arm_compute/core/CPP/CPPTypes.h"
+#include "arm_compute/core/Utils.h"
+
+namespace arm_compute
+{
+/** Block sizes to use to break the M, N, K dimension */
+struct BlockSizes
+{
+ unsigned int k_block{ 0 }; /**< Block size alon the K dimension */
+ unsigned int x_block{ 0 }; /**< Block size along the N (x) dimension */
+ unsigned int m_round{ 0 }; /**< Block size along the M dimension (Must be a multiple of strategy_out_height) */
+ unsigned int strategy_out_height{ 0 }; /**< Number of rows (M) processed by the selected strategy */
+};
+
+/** Calculate the recommended block sizes to use based on the CPU cache sizes and the strategy which will be used
+ *
+ * @param[in] ci CPU information
+ * @param[in] M M dimension.
+ * @param[in] N N dimension.
+ * @param[in] K K dimension.
+ *
+ * @return Recommeded block sizes to use for the given M, N, K dimensions.
+ */
+template <typename strategy>
+BlockSizes calculate_block_sizes(const CPUInfo &ci, unsigned int M, unsigned int N, unsigned int K)
+{
+ BlockSizes bs;
+
+ using Toi = typename strategy::operand_type;
+
+ const unsigned int L1_size = ci.get_L1_cache_size();
+ const unsigned int L2_size = ci.get_L2_cache_size();
+
+ // Work out blocking parameters
+
+ // k_block: Find out how much of the larger array can be loaded into half the cache.
+ // This should account for associative caches.
+ bs.k_block = (L1_size / 2) / (sizeof(Toi) * (std::max(strategy::out_width(), strategy::out_height())));
+
+ // Needs to be (at least a single) multiple of the K unroll level.
+ bs.k_block /= strategy::k_unroll();
+ bs.k_block = std::max(bs.k_block, 1U) * strategy::k_unroll();
+
+ // Now tune to presented problem size; this is how many blocks we need.
+ int num_k_blocks = DIV_CEIL(K, bs.k_block);
+
+ // So divide the space equally into that many blocks.
+ bs.k_block = DIV_CEIL(K, num_k_blocks);
+
+ // And round UP to the K unroll level required.
+ bs.k_block = ceil_to_multiple(bs.k_block, strategy::k_unroll());
+
+ // x_block: Work out how many rows (of length k_block) will fit in the L2
+ // Don't allocate more than 90% of the L2 to allow for overheads, and subtract off the L1 contents.
+ bs.x_block = (((L2_size * 9) / 10) - (bs.k_block * sizeof(Toi) * (strategy::out_width() + strategy::out_height()))) / (sizeof(Toi) * bs.k_block);
+
+ // Needs to be (at least a single) multiple of the kernel output width.
+ bs.x_block /= strategy::out_width();
+ bs.x_block = std::max(bs.x_block, 1U) * strategy::out_width();
+
+ // And tune to the presented problem size.
+ int num_x_blocks = DIV_CEIL(N, bs.x_block);
+ bs.x_block = DIV_CEIL(N, num_x_blocks);
+
+ bs.x_block = ceil_to_multiple(bs.x_block, strategy::out_width());
+
+ // Work out the rounded size of M - needed for some buffers.
+ bs.m_round = ceil_to_multiple(M, strategy::out_height());
+ bs.strategy_out_height = strategy::out_height();
+
+ return bs;
+}
+
+} // namespace arm_compute
+#endif /* __ARM_COMPUTE_ASSEMBLY_HELPERS_H__ */