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authorJoseph Dobson <joseph.dobson@arm.com>2020-02-11 19:32:11 +0000
committerGian Marco Iodice <gianmarco.iodice@arm.com>2020-05-10 13:34:11 +0000
commit6f8b17dedb7b53b550e6210fd1c78c3a3e086271 (patch)
tree6b040314802ea84f1ae84dda235c1af808863346 /src/core/NEON/kernels/arm_gemm/ndrange.hpp
parent2886c757389c0ccca20a8689daf8180a730ecbc9 (diff)
downloadComputeLibrary-6f8b17dedb7b53b550e6210fd1c78c3a3e086271.tar.gz
[ONCPUML-7] arm_compute support for ND parallelism
Currently 1D ranges of work are specified by the scheduler via two integers, start and end. This limit opportunities for advance parallelism and scheduling This patch expands the interfaces to allow for ND parallism. `GemmCommon::get_window_size` now returns an `NDRange` specifying the work in N-dimensions rather than with the single integer it used prior (1D) Execute now takes an `NDCoordinate` which specifies an `NDRange` with a start position for that work along with an `NDCoordinate` to specify the thread location In addition to expanding the interface to enable this functionality, we have added the capability to SGEMM when the number of threads is high this has the effective of allowing a much greater degree of parallelism where te problem dimension would previously have limited the number of threads. Change-Id: I3e1a8b7276216627bec4ff6f24ac2147552ea9fb Signed-off-by: Joseph Dobson <joseph.dobson@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2962 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/NEON/kernels/arm_gemm/ndrange.hpp')
-rw-r--r--src/core/NEON/kernels/arm_gemm/ndrange.hpp85
1 files changed, 81 insertions, 4 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/ndrange.hpp b/src/core/NEON/kernels/arm_gemm/ndrange.hpp
index 20824dfc8b..0c068db011 100644
--- a/src/core/NEON/kernels/arm_gemm/ndrange.hpp
+++ b/src/core/NEON/kernels/arm_gemm/ndrange.hpp
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2019 Arm Limited.
+ * Copyright (c) 2019-2020 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -23,16 +23,19 @@
*/
#pragma once
+#include <array>
#include <algorithm>
#include <initializer_list>
+#include <cassert>
+
namespace arm_gemm {
template<unsigned int D>
class NDRange {
private:
- unsigned int m_sizes[D];
- unsigned int m_totalsizes[D];
+ std::array<unsigned int, D> m_sizes {};
+ std::array<unsigned int, D> m_totalsizes {};
class NDRangeIterator {
private:
@@ -81,8 +84,25 @@ private:
};
public:
+ NDRange& operator=(const NDRange& rhs)=default;
+ NDRange(const NDRange& rhs) =default;
+
template <typename... T>
- NDRange(T... ts) : m_sizes{ts...} {
+ NDRange(T... ts)
+ : m_sizes{ts...}
+ {
+ unsigned int t=1;
+
+ for (unsigned int i=0; i<D; i++) {
+ t *= m_sizes[i];
+
+ m_totalsizes[i] = t;
+ }
+ }
+
+ NDRange(const std::array<unsigned int, D>& n)
+ : m_sizes{n}
+ {
unsigned int t=1;
for (unsigned int i=0; i<D; i++) {
@@ -105,4 +125,61 @@ public:
}
};
+/** NDCoordinate builds upon a range, but specifies a starting position
+ * in addition to a size which it inherits from NDRange
+ */
+template<unsigned int N>
+class NDCoordinate : public NDRange<N> {
+ using int_t =unsigned int;
+ using ndrange_t = NDRange<N>;
+
+ std::array<int_t, N> m_positions {};
+public:
+ NDCoordinate& operator=(const NDCoordinate& rhs)=default;
+ NDCoordinate(const NDCoordinate& rhs) =default;
+ NDCoordinate(const std::initializer_list<std::pair<int_t, int_t>>& list)
+ {
+ std::array<int_t, N> sizes;
+
+ std::size_t i = 0;
+ for(auto& p : list) {
+ m_positions[i]= p.first;
+ sizes[i++] = p.second;
+ }
+
+ //update the parents sizes
+ static_cast<ndrange_t&>(*this) = ndrange_t(sizes);
+ }
+
+ int_t get_position(int_t d) const {
+ assert(d < m_positions.size());
+ return m_positions[d];
+ }
+
+ void set_position(int_t d, int_t v) {
+ assert(d < size(m_positions));
+ assert(v < ndrange_t::get_size(d));
+
+ m_positions[d] = v;
+ }
+
+ int_t get_position_end(int_t d) const {
+ return get_position(d) + NDRange<N>::get_size(d);
+ }
+}; //class NDCoordinate
+
+/** @returns the number of dimensions in the NDRange which have none-1 values
+ * IE there is actual work in these dimensions that can be broken up
+ */
+template<unsigned int N>
+std::size_t ndrange_popcount(const NDRange<N>& ndr) {
+ std::size_t count = 0;
+
+ for(unsigned int d = 0; d != N; ++d) {
+ if(ndr.get_size(d) != 1)
+ ++count;
+ }
+ return count;
+}
+
} // namespace arm_gemm