1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 2021-2022 Arm Limited.
3*c217d954SCole Faust *
4*c217d954SCole Faust * SPDX-License-Identifier: MIT
5*c217d954SCole Faust *
6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy
7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to
8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the
9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is
11*c217d954SCole Faust * furnished to do so, subject to the following conditions:
12*c217d954SCole Faust *
13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all
14*c217d954SCole Faust * copies or substantial portions of the Software.
15*c217d954SCole Faust *
16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22*c217d954SCole Faust * SOFTWARE.
23*c217d954SCole Faust */
24*c217d954SCole Faust #include "src/cpu/kernels/CpuAddKernel.h"
25*c217d954SCole Faust
26*c217d954SCole Faust #include "arm_compute/core/ITensor.h"
27*c217d954SCole Faust #include "arm_compute/core/TensorInfo.h"
28*c217d954SCole Faust #include "arm_compute/core/Validate.h"
29*c217d954SCole Faust #include "src/core/CPP/Validate.h"
30*c217d954SCole Faust #include "src/core/common/Registrars.h"
31*c217d954SCole Faust #include "src/core/helpers/AutoConfiguration.h"
32*c217d954SCole Faust #include "src/core/helpers/WindowHelpers.h"
33*c217d954SCole Faust #include "src/cpu/kernels/add/list.h"
34*c217d954SCole Faust #include <array>
35*c217d954SCole Faust
36*c217d954SCole Faust #if defined(ENABLE_FP32_KERNELS)
37*c217d954SCole Faust namespace
38*c217d954SCole Faust {
39*c217d954SCole Faust static constexpr size_t default_mws_N1_fp32_neon = 24536;
40*c217d954SCole Faust static constexpr size_t default_mws_V1_fp32_neon = 40510;
41*c217d954SCole Faust }
42*c217d954SCole Faust #endif /* ENABLE_FP32_KERNELS */
43*c217d954SCole Faust
44*c217d954SCole Faust namespace arm_compute
45*c217d954SCole Faust {
46*c217d954SCole Faust namespace cpu
47*c217d954SCole Faust {
48*c217d954SCole Faust namespace kernels
49*c217d954SCole Faust {
50*c217d954SCole Faust namespace
51*c217d954SCole Faust {
52*c217d954SCole Faust static const std::vector<CpuAddKernel::AddKernel> available_kernels =
53*c217d954SCole Faust {
54*c217d954SCole Faust {
55*c217d954SCole Faust "neon_qu8_add_fixedpoint",
56*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0302() 57*c217d954SCole Faust {
58*c217d954SCole Faust return (data.dt == DataType::QASYMM8) && data.can_use_fixedpoint;
59*c217d954SCole Faust },
60*c217d954SCole Faust REGISTER_FP32_NEON(arm_compute::cpu::add_q8_neon_fixedpoint<uint8_t>)
61*c217d954SCole Faust },
62*c217d954SCole Faust {
63*c217d954SCole Faust "neon_qs8_add_fixedpoint",
64*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0402() 65*c217d954SCole Faust {
66*c217d954SCole Faust return (data.dt == DataType::QASYMM8_SIGNED) && data.can_use_fixedpoint;
67*c217d954SCole Faust },
68*c217d954SCole Faust REGISTER_FP32_NEON(arm_compute::cpu::add_q8_neon_fixedpoint<int8_t>)
69*c217d954SCole Faust },
70*c217d954SCole Faust {
71*c217d954SCole Faust "sve2_qu8_add",
72*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0502() 73*c217d954SCole Faust {
74*c217d954SCole Faust return (data.dt == DataType::QASYMM8) && data.isa.sve2;
75*c217d954SCole Faust },
76*c217d954SCole Faust REGISTER_QASYMM8_SVE2(arm_compute::cpu::add_qasymm8_sve2)
77*c217d954SCole Faust },
78*c217d954SCole Faust {
79*c217d954SCole Faust "sve2_qs8_add",
80*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0602() 81*c217d954SCole Faust {
82*c217d954SCole Faust return (data.dt == DataType::QASYMM8_SIGNED) && data.isa.sve2;
83*c217d954SCole Faust },
84*c217d954SCole Faust REGISTER_QASYMM8_SIGNED_SVE2(arm_compute::cpu::add_qasymm8_signed_sve2)
85*c217d954SCole Faust },
86*c217d954SCole Faust {
87*c217d954SCole Faust "sve2_qs16_add",
88*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0702() 89*c217d954SCole Faust {
90*c217d954SCole Faust return (data.dt == DataType::QSYMM16) && data.isa.sve2;
91*c217d954SCole Faust },
92*c217d954SCole Faust REGISTER_QSYMM16_SVE2(arm_compute::cpu::add_qsymm16_sve2)
93*c217d954SCole Faust },
94*c217d954SCole Faust {
95*c217d954SCole Faust "sve_fp32_add",
96*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0802() 97*c217d954SCole Faust {
98*c217d954SCole Faust return (data.dt == DataType::F32) && data.isa.sve;
99*c217d954SCole Faust },
100*c217d954SCole Faust REGISTER_FP32_SVE(arm_compute::cpu::add_fp32_sve)
101*c217d954SCole Faust },
102*c217d954SCole Faust {
103*c217d954SCole Faust "sve_fp16_add",
104*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0902() 105*c217d954SCole Faust {
106*c217d954SCole Faust return (data.dt == DataType::F16) && data.isa.sve && data.isa.fp16;
107*c217d954SCole Faust },
108*c217d954SCole Faust REGISTER_FP16_SVE(arm_compute::cpu::add_fp16_sve)
109*c217d954SCole Faust },
110*c217d954SCole Faust {
111*c217d954SCole Faust "sve_u8_add",
112*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0a02() 113*c217d954SCole Faust {
114*c217d954SCole Faust return (data.dt == DataType::U8) && data.isa.sve;
115*c217d954SCole Faust },
116*c217d954SCole Faust REGISTER_INTEGER_SVE(arm_compute::cpu::add_u8_sve)
117*c217d954SCole Faust },
118*c217d954SCole Faust {
119*c217d954SCole Faust "sve_s16_add",
120*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0b02() 121*c217d954SCole Faust {
122*c217d954SCole Faust return (data.dt == DataType::S16) && data.isa.sve;
123*c217d954SCole Faust },
124*c217d954SCole Faust REGISTER_INTEGER_SVE(arm_compute::cpu::add_s16_sve)
125*c217d954SCole Faust },
126*c217d954SCole Faust {
127*c217d954SCole Faust "sve_s32_add",
128*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0c02() 129*c217d954SCole Faust {
130*c217d954SCole Faust return (data.dt == DataType::S32) && data.isa.sve;
131*c217d954SCole Faust },
132*c217d954SCole Faust REGISTER_INTEGER_SVE(arm_compute::cpu::add_s32_sve)
133*c217d954SCole Faust },
134*c217d954SCole Faust {
135*c217d954SCole Faust "neon_fp32_add",
__anon86e7f2dc0d02() 136*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data) { return (data.dt == DataType::F32); },
137*c217d954SCole Faust REGISTER_FP32_NEON(arm_compute::cpu::add_fp32_neon)
138*c217d954SCole Faust },
139*c217d954SCole Faust {
140*c217d954SCole Faust "neon_fp16_add",
141*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data)
__anon86e7f2dc0e02() 142*c217d954SCole Faust {
143*c217d954SCole Faust return (data.dt == DataType::F16) && data.isa.fp16;
144*c217d954SCole Faust },
145*c217d954SCole Faust REGISTER_FP16_NEON(arm_compute::cpu::add_fp16_neon)
146*c217d954SCole Faust },
147*c217d954SCole Faust {
148*c217d954SCole Faust "neon_u8_add",
__anon86e7f2dc0f02() 149*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data) { return (data.dt == DataType::U8); },
150*c217d954SCole Faust REGISTER_INTEGER_NEON(arm_compute::cpu::add_u8_neon)
151*c217d954SCole Faust },
152*c217d954SCole Faust {
153*c217d954SCole Faust "neon_s16_add",
__anon86e7f2dc1002() 154*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data) { return (data.dt == DataType::S16); },
155*c217d954SCole Faust REGISTER_INTEGER_NEON(arm_compute::cpu::add_s16_neon)
156*c217d954SCole Faust },
157*c217d954SCole Faust {
158*c217d954SCole Faust "neon_s32_add",
__anon86e7f2dc1102() 159*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data) { return (data.dt == DataType::S32); },
160*c217d954SCole Faust REGISTER_INTEGER_NEON(arm_compute::cpu::add_s32_neon)
161*c217d954SCole Faust },
162*c217d954SCole Faust {
163*c217d954SCole Faust "neon_qu8_add",
__anon86e7f2dc1202() 164*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data) { return (data.dt == DataType::QASYMM8); },
165*c217d954SCole Faust REGISTER_QASYMM8_NEON(arm_compute::cpu::add_qasymm8_neon)
166*c217d954SCole Faust },
167*c217d954SCole Faust {
168*c217d954SCole Faust "neon_qs8_add",
__anon86e7f2dc1302() 169*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data) { return (data.dt == DataType::QASYMM8_SIGNED); },
170*c217d954SCole Faust REGISTER_QASYMM8_SIGNED_NEON(arm_compute::cpu::add_qasymm8_signed_neon)
171*c217d954SCole Faust },
172*c217d954SCole Faust {
173*c217d954SCole Faust "neon_qs16_add",
__anon86e7f2dc1402() 174*c217d954SCole Faust [](const CpuAddKernelDataTypeISASelectorData & data) { return (data.dt == DataType::QSYMM16); },
175*c217d954SCole Faust REGISTER_QSYMM16_NEON(arm_compute::cpu::add_qsymm16_neon)
176*c217d954SCole Faust }
177*c217d954SCole Faust };
178*c217d954SCole Faust
validate_arguments(const ITensorInfo & src0,const ITensorInfo & src1,const ITensorInfo & dst,ConvertPolicy policy)179*c217d954SCole Faust Status validate_arguments(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst, ConvertPolicy policy)
180*c217d954SCole Faust {
181*c217d954SCole Faust ARM_COMPUTE_UNUSED(policy);
182*c217d954SCole Faust
183*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(&src0);
184*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src0, 1, DataType::U8, DataType::QASYMM8, DataType::QASYMM8_SIGNED,
185*c217d954SCole Faust DataType::S16, DataType::QSYMM16, DataType::F16,
186*c217d954SCole Faust DataType::S32, DataType::F32);
187*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(&src0, &src1);
188*c217d954SCole Faust
189*c217d954SCole Faust const TensorShape out_shape = TensorShape::broadcast_shape(src0.tensor_shape(), src1.tensor_shape());
190*c217d954SCole Faust
191*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MSG(out_shape.total_size() == 0, "Inputs are not broadcast compatible");
192*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MSG((src0.tensor_shape().x() != src1.tensor_shape().x()) && ((src0.data_type() != src1.data_type()) || (src0.data_type() != dst.data_type())
193*c217d954SCole Faust || (src1.data_type() != dst.data_type())),
194*c217d954SCole Faust "Broadcasting across width is supported on configurations where all tensors have the same data type");
195*c217d954SCole Faust
196*c217d954SCole Faust // Validate in case of configured dst
197*c217d954SCole Faust if(dst.total_size() > 0)
198*c217d954SCole Faust {
199*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(&src0, &dst);
200*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MSG(detail::have_different_dimensions(out_shape, dst.tensor_shape(), 0),
201*c217d954SCole Faust "Wrong shape for dst");
202*c217d954SCole Faust }
203*c217d954SCole Faust
204*c217d954SCole Faust const auto can_use_fixedpoint = add_q8_neon_fixedpoint_possible(&src0, &src1, &dst);
205*c217d954SCole Faust const auto uk = CpuAddKernel::get_implementation<CpuAddKernelDataTypeISASelectorData>(CpuAddKernelDataTypeISASelectorData{ src0.data_type(),
206*c217d954SCole Faust CPUInfo::get().get_isa(), can_use_fixedpoint });
207*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON(uk == nullptr || uk->ukernel == nullptr);
208*c217d954SCole Faust
209*c217d954SCole Faust return Status{};
210*c217d954SCole Faust }
211*c217d954SCole Faust } // namespace
212*c217d954SCole Faust
configure(const ITensorInfo * src0,const ITensorInfo * src1,ITensorInfo * dst,ConvertPolicy policy)213*c217d954SCole Faust void CpuAddKernel::configure(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst, ConvertPolicy policy)
214*c217d954SCole Faust {
215*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_NULLPTR(src0, src1, dst);
216*c217d954SCole Faust ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src0, *src1, *dst, policy));
217*c217d954SCole Faust
218*c217d954SCole Faust const auto can_use_fixedpoint = add_q8_neon_fixedpoint_possible(src0, src1, dst);
219*c217d954SCole Faust const auto uk = CpuAddKernel::get_implementation<CpuAddKernelDataTypeISASelectorData>(CpuAddKernelDataTypeISASelectorData{ src0->data_type(),
220*c217d954SCole Faust CPUInfo::get().get_isa(), can_use_fixedpoint });
221*c217d954SCole Faust
222*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_NULLPTR(uk);
223*c217d954SCole Faust
224*c217d954SCole Faust _policy = policy;
225*c217d954SCole Faust _run_method = uk->ukernel;
226*c217d954SCole Faust _name = std::string("CpuAddKernel").append("/").append(uk->name);
227*c217d954SCole Faust
228*c217d954SCole Faust // Auto initialize dst if not initialized
229*c217d954SCole Faust const TensorShape &out_shape = TensorShape::broadcast_shape(src0->tensor_shape(), src1->tensor_shape());
230*c217d954SCole Faust set_shape_if_empty(*dst, out_shape);
231*c217d954SCole Faust set_data_type_if_unknown(*dst, src0->data_type());
232*c217d954SCole Faust
233*c217d954SCole Faust // Configure kernel window
234*c217d954SCole Faust Window win;
235*c217d954SCole Faust std::tie(win, _split_dimension) = calculate_squashed_or_max_window(*src0, *src1);
236*c217d954SCole Faust
237*c217d954SCole Faust ICpuKernel::configure(win);
238*c217d954SCole Faust }
239*c217d954SCole Faust
validate(const ITensorInfo * src0,const ITensorInfo * src1,const ITensorInfo * dst,ConvertPolicy policy)240*c217d954SCole Faust Status CpuAddKernel::validate(const ITensorInfo *src0, const ITensorInfo *src1, const ITensorInfo *dst, ConvertPolicy policy)
241*c217d954SCole Faust {
242*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src0, src1, dst);
243*c217d954SCole Faust
244*c217d954SCole Faust ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(*src0, *src1, *dst, policy));
245*c217d954SCole Faust
246*c217d954SCole Faust return Status{};
247*c217d954SCole Faust }
248*c217d954SCole Faust
run_op(ITensorPack & tensors,const Window & window,const ThreadInfo & info)249*c217d954SCole Faust void CpuAddKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info)
250*c217d954SCole Faust {
251*c217d954SCole Faust ARM_COMPUTE_UNUSED(info);
252*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
253*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICpuKernel::window(), window);
254*c217d954SCole Faust
255*c217d954SCole Faust ARM_COMPUTE_ERROR_ON(tensors.empty());
256*c217d954SCole Faust ARM_COMPUTE_ERROR_ON(_run_method == nullptr);
257*c217d954SCole Faust
258*c217d954SCole Faust const ITensor *src0 = tensors.get_const_tensor(TensorType::ACL_SRC_0);
259*c217d954SCole Faust const ITensor *src1 = tensors.get_const_tensor(TensorType::ACL_SRC_1);
260*c217d954SCole Faust ITensor *dst = tensors.get_tensor(TensorType::ACL_DST);
261*c217d954SCole Faust
262*c217d954SCole Faust _run_method(src0, src1, dst, _policy, window);
263*c217d954SCole Faust }
264*c217d954SCole Faust
name() const265*c217d954SCole Faust const char *CpuAddKernel::name() const
266*c217d954SCole Faust {
267*c217d954SCole Faust return _name.c_str();
268*c217d954SCole Faust }
269*c217d954SCole Faust
get_available_kernels()270*c217d954SCole Faust const std::vector<CpuAddKernel::AddKernel> &CpuAddKernel::get_available_kernels()
271*c217d954SCole Faust {
272*c217d954SCole Faust return available_kernels;
273*c217d954SCole Faust }
274*c217d954SCole Faust
get_mws(const CPUInfo & platform,size_t thread_count) const275*c217d954SCole Faust size_t CpuAddKernel::get_mws(const CPUInfo &platform, size_t thread_count) const
276*c217d954SCole Faust {
277*c217d954SCole Faust ARM_COMPUTE_UNUSED(thread_count);
278*c217d954SCole Faust
279*c217d954SCole Faust #if defined(ENABLE_FP32_KERNELS)
280*c217d954SCole Faust if(this->_run_method == &add_fp32_neon)
281*c217d954SCole Faust {
282*c217d954SCole Faust size_t mws = ICPPKernel::default_mws;
283*c217d954SCole Faust if(platform.get_cpu_model() == CPUModel::N1)
284*c217d954SCole Faust {
285*c217d954SCole Faust mws = default_mws_N1_fp32_neon;
286*c217d954SCole Faust }
287*c217d954SCole Faust else if(platform.get_cpu_model() == CPUModel::V1)
288*c217d954SCole Faust {
289*c217d954SCole Faust mws = default_mws_V1_fp32_neon;
290*c217d954SCole Faust }
291*c217d954SCole Faust else
292*c217d954SCole Faust {
293*c217d954SCole Faust return ICPPKernel::default_mws;
294*c217d954SCole Faust }
295*c217d954SCole Faust
296*c217d954SCole Faust // tensor is 1D or was re-interpreted as 1D
297*c217d954SCole Faust if(this->window().shape().num_dimensions() == 1)
298*c217d954SCole Faust {
299*c217d954SCole Faust return mws;
300*c217d954SCole Faust }
301*c217d954SCole Faust else
302*c217d954SCole Faust {
303*c217d954SCole Faust // scale mws down by the number of elements along all the dimensions (x, z, w, etc) except the one
304*c217d954SCole Faust // that we parallelize along (the y dimension). This allows for parallelization when the Y_SIZE is small
305*c217d954SCole Faust // but the other sizes are large, which boosts performance.
306*c217d954SCole Faust mws = static_cast<size_t>(mws / (this->window().num_iterations_total() / this->window().num_iterations(1)));
307*c217d954SCole Faust return std::max(static_cast<size_t>(1), mws);
308*c217d954SCole Faust }
309*c217d954SCole Faust }
310*c217d954SCole Faust #else /* ENABLE_FP32_KERNELS */
311*c217d954SCole Faust ARM_COMPUTE_UNUSED(platform);
312*c217d954SCole Faust #endif /* ENABLE_FP32_KERNELS */
313*c217d954SCole Faust return ICPPKernel::default_mws;
314*c217d954SCole Faust }
315*c217d954SCole Faust
316*c217d954SCole Faust } // namespace kernels
317*c217d954SCole Faust } // namespace cpu
318*c217d954SCole Faust } // namespace arm_compute
319