/* * Copyright (c) 2016-2019 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. */ #include "arm_compute/core/NEON/kernels/NEMagnitudePhaseKernel.h" #include "arm_compute/core/Error.h" #include "arm_compute/core/Helpers.h" #include "arm_compute/core/IAccessWindow.h" #include "arm_compute/core/ITensor.h" #include "arm_compute/core/Validate.h" #include #include using namespace arm_compute; namespace arm_compute { class Coordinates; } // namespace arm_compute namespace { // Defines for computing atan2 constexpr float SCALE_FACTOR = 0.7111111111111111f; constexpr float PI = 3.141592653589793f; constexpr float SCALE_180 = 180.0f / PI; constexpr float SCALE_360 = SCALE_180 * SCALE_FACTOR; constexpr float PI_4 = 0.7853981633974483f; constexpr float COEFF1 = 0.0663f; constexpr float COEFF2 = 0.2447f; } // namespace namespace { inline float32x4_t inv(float32x4_t x) { float32x4_t result = vrecpeq_f32(x); result = vmulq_f32(vrecpsq_f32(x, result), result); return result; } inline float32x4_t atan2_0_360(float32x4_t gx, float32x4_t gy) { const float32x4_t zero = vdupq_n_f32(0.0f); const float32x4_t epsilon = vdupq_n_f32(1e-9f); const float32x4_t piover4 = vdupq_n_f32(PI_4); const float32x4_t coeff1 = vdupq_n_f32(COEFF1); const float32x4_t coeff2 = vdupq_n_f32(COEFF2); const float32x4_t ninety = vdupq_n_f32(90.0f * SCALE_FACTOR); const float32x4_t oneeighty = vdupq_n_f32(180.0f * SCALE_FACTOR); const float32x4_t threesixty = vdupq_n_f32(360.0f * SCALE_FACTOR); const float32x4_t scale = vdupq_n_f32(SCALE_360); float32x4_t abs_gx = vabsq_f32(gx); float32x4_t abs_gy = vabsq_f32(gy); float32x4_t tmin = vminq_f32(abs_gx, abs_gy); float32x4_t tmax = vmaxq_f32(abs_gx, abs_gy); float32x4_t z = vmulq_f32(tmin, inv(vaddq_f32(tmax, epsilon))); float32x4_t absz = vabsq_f32(z); float32x4_t term = vmulq_f32(z, vsubq_f32(vdupq_n_f32(1.0f), absz)); /* Compute y = pi/4 * x - x*(abs(x)-1)*(0.2447+0.0663 * abs(x) */ float32x4_t result = vaddq_f32(coeff2, vmulq_f32(absz, coeff1)); result = vmulq_f32(result, term); result = vmlaq_f32(result, piover4, z); /* Radians to degrees conversion with applied a scale factor in order to have the result [0, 255] */ result = vmulq_f32(result, scale); /* If z > 1, result = 90 - result */ result = vbslq_f32(vcgeq_f32(abs_gx, abs_gy), result, vsubq_f32(ninety, result)); /* Choose correct quadrant */ result = vbslq_f32(vcltq_f32(gx, zero), vsubq_f32(oneeighty, result), result); result = vbslq_f32(vcltq_f32(gy, zero), vsubq_f32(threesixty, result), result); return result; } inline float32x4_t atan2_0_180(float32x4_t gx, float32x4_t gy) { const float32x4_t zero = vdupq_n_f32(0.0f); const float32x4_t epsilon = vdupq_n_f32(1e-9f); // epsilon used to avoiding division by 0 const float32x4_t piover4 = vdupq_n_f32(PI_4); const float32x4_t coeff1 = vdupq_n_f32(COEFF1); const float32x4_t coeff2 = vdupq_n_f32(COEFF2); const float32x4_t ninety = vdupq_n_f32(90.0f); const float32x4_t oneeighty = vdupq_n_f32(180.0f); const float32x4_t threesixty = vdupq_n_f32(360.0f); const float32x4_t scale = vdupq_n_f32(SCALE_180); float32x4_t abs_gx = vabsq_f32(gx); float32x4_t abs_gy = vabsq_f32(gy); float32x4_t tmin = vminq_f32(abs_gx, abs_gy); float32x4_t tmax = vmaxq_f32(abs_gx, abs_gy); float32x4_t z = vmulq_f32(tmin, inv(vaddq_f32(tmax, epsilon))); float32x4_t absz = vabsq_f32(z); /* Compute y = pi/4 * z - z*(abs(z)-1)*(0.2447+0.0663 * abs(z) */ float32x4_t term = vmulq_f32(z, vsubq_f32(vdupq_n_f32(1.0f), absz)); float32x4_t result = vaddq_f32(coeff2, vmulq_f32(absz, coeff1)); result = vmulq_f32(result, term); result = vmlaq_f32(result, piover4, z); /* Radians to degrees conversion */ result = vmulq_f32(result, scale); /* If z > 1, result = 90 - result */ result = vbslq_f32(vcgeq_f32(abs_gx, abs_gy), result, vsubq_f32(ninety, result)); /* Choose correct quadrant */ result = vbslq_f32(vcltq_f32(gx, zero), vsubq_f32(oneeighty, result), result); result = vbslq_f32(vcltq_f32(gy, zero), vsubq_f32(threesixty, result), result); result = vbslq_f32(vcgtq_f32(result, oneeighty), vsubq_f32(result, oneeighty), result); return result; } inline float32x4_t invsqrtv(float32x4_t x) { float32x4_t sqrt_reciprocal = vrsqrteq_f32(x); sqrt_reciprocal = vmulq_f32(vrsqrtsq_f32(vmulq_f32(x, sqrt_reciprocal), sqrt_reciprocal), sqrt_reciprocal); sqrt_reciprocal = vmulq_f32(vrsqrtsq_f32(vmulq_f32(x, sqrt_reciprocal), sqrt_reciprocal), sqrt_reciprocal); return sqrt_reciprocal; } inline float32x4_t sqrtv(float32x4_t x) { float32x4_t res = vdupq_n_f32(0.5f); return vmlaq_f32(res, x, invsqrtv(x)); } inline int16x8_t magnitude_l2(int16x8_t input1, int16x8_t input2) { const int32x4x2_t square_x = { { vmull_s16(vget_low_s16(input1), vget_low_s16(input1)), vmull_s16(vget_high_s16(input1), vget_high_s16(input1)) } }; const int32x4x2_t square_y = { { vmull_s16(vget_low_s16(input2), vget_low_s16(input2)), vmull_s16(vget_high_s16(input2), vget_high_s16(input2)) } }; const uint32x4x2_t sum = { { vaddq_u32(vreinterpretq_u32_s32(square_x.val[0]), vreinterpretq_u32_s32(square_y.val[0])), vaddq_u32(vreinterpretq_u32_s32(square_x.val[1]), vreinterpretq_u32_s32(square_y.val[1])) } }; const float32x4x2_t res = { { sqrtv(vcvtq_f32_u32(sum.val[0])), sqrtv(vcvtq_f32_u32(sum.val[1])) } }; return vcombine_s16(vqmovn_s32(vcvtq_s32_f32(res.val[0])), vqmovn_s32(vcvtq_s32_f32(res.val[1]))); } inline int16x8_t magnitude_l1(int16x8_t input1, int16x8_t input2) { /* Saturating add */ return vqaddq_s16(vqabsq_s16(input1), vqabsq_s16(input2)); } inline uint8x8_t phase_signed(int16x8_t input1, int16x8_t input2) { const float32x4_t zeropointfive = vdupq_n_f32(0.5f); float32x4_t inputx_f32_high = vcvtq_f32_s32(vmovl_s16(vget_high_s16(input1))); float32x4_t inputx_f32_low = vcvtq_f32_s32(vmovl_s16(vget_low_s16(input1))); float32x4_t inputy_f32_high = vcvtq_f32_s32(vmovl_s16(vget_high_s16(input2))); float32x4_t inputy_f32_low = vcvtq_f32_s32(vmovl_s16(vget_low_s16(input2))); /* Compute fast atan2 */ float32x4_t angle_high = atan2_0_360(inputx_f32_high, inputy_f32_high); float32x4_t angle_low = atan2_0_360(inputx_f32_low, inputy_f32_low); angle_high = vaddq_f32(angle_high, zeropointfive); angle_low = vaddq_f32(angle_low, zeropointfive); return vmovn_u16(vcombine_u16(vqmovun_s32(vcvtq_s32_f32(angle_low)), vqmovun_s32(vcvtq_s32_f32(angle_high)))); } inline uint8x8_t phase_unsigned(int16x8_t input1, int16x8_t input2) { const float32x4_t zeropointfive = vdupq_n_f32(0.5f); float32x4_t inputx_f32_high = vcvtq_f32_s32(vmovl_s16(vget_high_s16(input1))); float32x4_t inputx_f32_low = vcvtq_f32_s32(vmovl_s16(vget_low_s16(input1))); float32x4_t inputy_f32_high = vcvtq_f32_s32(vmovl_s16(vget_high_s16(input2))); float32x4_t inputy_f32_low = vcvtq_f32_s32(vmovl_s16(vget_low_s16(input2))); /* Compute fast atan2 */ float32x4_t angle_high = atan2_0_180(inputx_f32_high, inputy_f32_high); float32x4_t angle_low = atan2_0_180(inputx_f32_low, inputy_f32_low); angle_high = vaddq_f32(angle_high, zeropointfive); angle_low = vaddq_f32(angle_low, zeropointfive); return vmovn_u16(vcombine_u16(vqmovun_s32(vcvtq_s32_f32(angle_low)), vqmovun_s32(vcvtq_s32_f32(angle_high)))); } } // namespace template NEMagnitudePhaseKernel::NEMagnitudePhaseKernel() : _func(nullptr), _gx(nullptr), _gy(nullptr), _magnitude(nullptr), _phase(nullptr) { } template void NEMagnitudePhaseKernel::configure(const ITensor *gx, const ITensor *gy, ITensor *magnitude, ITensor *phase) { ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(gx, 1, DataType::S16); ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(gy, 1, DataType::S16); ARM_COMPUTE_ERROR_ON((nullptr == magnitude) && (nullptr == phase)); const bool run_mag = magnitude != nullptr; const bool run_phase = phase != nullptr; if(run_mag) { ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(magnitude, 1, DataType::S16); } if(run_phase) { ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(phase, 1, DataType::U8); } _gx = gx; _gy = gy; _magnitude = magnitude; _phase = phase; if(run_mag && run_phase) { /* Run magnitude and phase */ _func = &NEMagnitudePhaseKernel::magnitude_phase; } else { if(run_mag) { /* Run magnitude */ _func = &NEMagnitudePhaseKernel::magnitude; } else if(run_phase) { /* Run phase */ _func = &NEMagnitudePhaseKernel::phase; } else { ARM_COMPUTE_ERROR("At least one output must be NOT NULL"); } } constexpr unsigned int num_elems_processed_per_iteration = 16; // Configure kernel window Window win = calculate_max_window(*gx->info(), Steps(num_elems_processed_per_iteration)); AccessWindowHorizontal magnitude_access(magnitude == nullptr ? nullptr : magnitude->info(), 0, num_elems_processed_per_iteration); AccessWindowHorizontal phase_access(phase == nullptr ? nullptr : phase->info(), 0, num_elems_processed_per_iteration); update_window_and_padding(win, AccessWindowHorizontal(gx->info(), 0, num_elems_processed_per_iteration), AccessWindowHorizontal(gy->info(), 0, num_elems_processed_per_iteration), magnitude_access, phase_access); ValidRegion valid_region = intersect_valid_regions(gx->info()->valid_region(), gy->info()->valid_region()); magnitude_access.set_valid_region(win, valid_region); phase_access.set_valid_region(win, valid_region); INEKernel::configure(win); } template void NEMagnitudePhaseKernel::magnitude(const Window &window) { Iterator gx(_gx, window); Iterator gy(_gy, window); Iterator magnitude(_magnitude, window); execute_window_loop(window, [&](const Coordinates &) { const int16x8x2_t input1 = { { vld1q_s16(reinterpret_cast(gx.ptr())), vld1q_s16(reinterpret_cast(gx.ptr()) + 8) } }; const int16x8x2_t input2 = { { vld1q_s16(reinterpret_cast(gy.ptr())), vld1q_s16(reinterpret_cast(gy.ptr()) + 8) } }; /* Compute magnitude */ int16x8x2_t mag{ {} }; if(MagnitudeType::L2NORM == mag_type) { mag.val[0] = magnitude_l2(input1.val[0], input2.val[0]); mag.val[1] = magnitude_l2(input1.val[1], input2.val[1]); } else { mag.val[0] = magnitude_l1(input1.val[0], input2.val[0]); mag.val[1] = magnitude_l1(input1.val[1], input2.val[1]); } /* Store magnitude */ vst1q_s16(reinterpret_cast(magnitude.ptr()), mag.val[0]); vst1q_s16(reinterpret_cast(magnitude.ptr()) + 8, mag.val[1]); }, gx, gy, magnitude); } template void NEMagnitudePhaseKernel::phase(const Window &window) { Iterator gx(_gx, window); Iterator gy(_gy, window); Iterator phase(_phase, window); execute_window_loop(window, [&](const Coordinates &) { const int16x8x2_t input1 = { { vld1q_s16(reinterpret_cast(gx.ptr())), vld1q_s16(reinterpret_cast(gx.ptr()) + 8) } }; const int16x8x2_t input2 = { { vld1q_s16(reinterpret_cast(gy.ptr())), vld1q_s16(reinterpret_cast(gy.ptr()) + 8) } }; /* Compute phase */ uint8x8x2_t vphase{ {} }; if(PhaseType::SIGNED == phase_type) { vphase.val[0] = phase_signed(input1.val[0], input2.val[0]); vphase.val[1] = phase_signed(input1.val[1], input2.val[1]); } else { vphase.val[0] = phase_unsigned(input1.val[0], input2.val[0]); vphase.val[1] = phase_unsigned(input1.val[1], input2.val[1]); } /* Store phase */ vst1q_u8(phase.ptr(), vcombine_u8(vphase.val[0], vphase.val[1])); }, gx, gy, phase); } template void NEMagnitudePhaseKernel::magnitude_phase(const Window &window) { Iterator gx(_gx, window); Iterator gy(_gy, window); Iterator magnitude(_magnitude, window); Iterator phase(_phase, window); execute_window_loop(window, [&](const Coordinates &) { const int16x8x2_t input1 = { { vld1q_s16(reinterpret_cast(gx.ptr())), vld1q_s16(reinterpret_cast(gx.ptr()) + 8) } }; const int16x8x2_t input2 = { { vld1q_s16(reinterpret_cast(gy.ptr())), vld1q_s16(reinterpret_cast(gy.ptr()) + 8) } }; /* Compute magnitude */ int16x8x2_t mag{ {} }; if(MagnitudeType::L2NORM == mag_type) { mag.val[0] = magnitude_l2(input1.val[0], input2.val[0]); mag.val[1] = magnitude_l2(input1.val[1], input2.val[1]); } else { mag.val[0] = magnitude_l1(input1.val[0], input2.val[0]); mag.val[1] = magnitude_l1(input1.val[1], input2.val[1]); } /* Store magnitude */ vst1q_s16(reinterpret_cast(magnitude.ptr()), mag.val[0]); vst1q_s16(reinterpret_cast(magnitude.ptr()) + 8, mag.val[1]); /* Compute phase */ uint8x8x2_t vphase{ {} }; if(PhaseType::SIGNED == phase_type) { vphase.val[0] = phase_signed(input1.val[0], input2.val[0]); vphase.val[1] = phase_signed(input1.val[1], input2.val[1]); } else { vphase.val[0] = phase_unsigned(input1.val[0], input2.val[0]); vphase.val[1] = phase_unsigned(input1.val[1], input2.val[1]); } /* Store phase */ vst1q_u8(phase.ptr(), vcombine_u8(vphase.val[0], vphase.val[1])); }, gx, gy, magnitude, phase); } template void NEMagnitudePhaseKernel::run(const Window &window, const ThreadInfo &info) { ARM_COMPUTE_UNUSED(info); ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(INEKernel::window(), window); ARM_COMPUTE_ERROR_ON(_func == nullptr); (this->*_func)(window); } template class arm_compute::NEMagnitudePhaseKernel; template class arm_compute::NEMagnitudePhaseKernel; template class arm_compute::NEMagnitudePhaseKernel; template class arm_compute::NEMagnitudePhaseKernel;