blob: aea948c80a2fbf6fa80475d95be3c87f6dbd54a5 [file] [log] [blame]
// Copyright (c) Facebook, Inc. and its affiliates.
// All rights reserved.
//
// Copyright 2019 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <math.h>
#include <stdbool.h>
#include <stddef.h>
#include <stdint.h>
#include <string.h>
#ifdef _WIN32
#include <windows.h>
#else
#include <pthread.h>
#endif
#ifndef __EMSCRIPTEN__
#include <cpuinfo.h>
#endif
#include <xnnpack.h>
#include <xnnpack/argmaxpool.h>
#include <xnnpack/avgpool.h>
#include <xnnpack/clamp.h>
#include <xnnpack/common.h>
#include <xnnpack/conv.h>
#include <xnnpack/dwconv.h>
#include <xnnpack/depthtospace.h>
#include <xnnpack/gavgpool.h>
#include <xnnpack/gemm.h>
#include <xnnpack/fill.h>
#include <xnnpack/hswish.h>
#include <xnnpack/ibilinear.h>
#include <xnnpack/igemm.h>
#include <xnnpack/log.h>
#include <xnnpack/lut.h>
#include <xnnpack/maxpool.h>
#include <xnnpack/memory.h>
#include <xnnpack/pad.h>
#include <xnnpack/params.h>
#include <xnnpack/pavgpool.h>
#include <xnnpack/prelu.h>
#include <xnnpack/raddstoreexpminusmax.h>
#include <xnnpack/rmax.h>
#include <xnnpack/spmm.h>
#include <xnnpack/unpool.h>
#include <xnnpack/vadd.h>
#include <xnnpack/vbinary.h>
#include <xnnpack/vmulcaddc.h>
#include <xnnpack/vunary.h>
#include <xnnpack/zip.h>
#ifndef XNN_ENABLE_ASSEMBLY
#define XNN_ENABLE_ASSEMBLY 1
#endif
#ifdef _WIN32
static INIT_ONCE init_guard = INIT_ONCE_STATIC_INIT;
#else
static pthread_once_t init_guard = PTHREAD_ONCE_INIT;
#endif
struct xnn_parameters xnn_params = {
.init_flags = 0
};
static void init(void) {
#if XNN_ARCH_WASM || XNN_ARCH_WASMSIMD
// Unlike most other architectures, on x86/x86-64 when floating-point instructions
// have no NaN arguments, but produce NaN output, the output NaN has sign bit set.
// We use it to distinguish x86/x86-64 from other architectures, by doing subtraction
// of two infinities (must produce NaN per IEEE 754 standard).
static const volatile float inf = INFINITY;
const bool is_wasm_x86 = signbit(inf - inf);
#endif
uint32_t init_flags = XNN_INIT_FLAG_XNNPACK;
#if XNN_ARCH_ARM
#if XNN_PLATFORM_MOBILE
if (!cpuinfo_has_arm_neon()) {
xnn_log_error("XNNPACK initialization failed: NEON is not supported");
return;
}
#else
if (!cpuinfo_has_arm_vfpv2() && !cpuinfo_has_arm_vfpv3()) {
xnn_log_error("XNNPACK initialization failed: VFP is not supported");
return;
}
#endif
/**************************** XX micro-kernels ****************************/
#ifndef XNN_NO_XX_OPERATORS
init_flags |= XNN_INIT_FLAG_XX;
xnn_params.xx.copy = (xnn_univector_ukernel_function) xnn_xx_copy_ukernel__memcpy;
#endif
if (cpuinfo_has_arm_neon()) {
/**************************** QS8 micro-kernels ****************************/
#ifndef XNN_NO_QS8_OPERATORS
init_flags |= XNN_INIT_FLAG_QS8;
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.mr = 2;
xnn_params.qs8.gemm.nr = 16;
xnn_params.qs8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qs8_dwconv_minmax_ukernel_up8x9__neon_mul16;
xnn_params.qs8.dwconv[0].channel_tile = 8;
xnn_params.qs8.dwconv[0].primary_tile = 9;
xnn_params.qs8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7x__neon_c8_acc2,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7p7x__neon_c8_acc2,
.mr = 7,
};
xnn_params.qs8.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vadd_minmax_ukernel__neon_ld64_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__neon_ld64_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__neon_ld64_x8,
.element_tile = 8,
};
#endif // XNN_NO_QS8_OPERATORS
/*************************** QU8 micro-kernels ***************************/
#ifndef XNN_NO_QU8_OPERATORS
init_flags |= XNN_INIT_FLAG_QU8;
xnn_params.qu8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qu8_gemm_minmax_ukernel_4x8__neon);
xnn_params.qu8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qu8_igemm_minmax_ukernel_4x8__neon);
xnn_params.qu8.gemm.mr = 4;
xnn_params.qu8.gemm.nr = 8;
xnn_params.qu8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qu8_dwconv_minmax_ukernel_up8x9__neon;
xnn_params.qu8.dwconv[0].channel_tile = 8;
xnn_params.qu8.dwconv[0].primary_tile = 9;
xnn_params.qu8.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9x__neon_c8,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9p8x__neon_c8,
.mr = 9,
.qr = 8,
};
xnn_params.qu8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7x__neon_c8,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7p7x__neon_c8,
.mr = 7,
};
xnn_params.qu8.vadd = (xnn_vadd_ukernel_function) xnn_qu8_vadd_minmax_ukernel__neon;
#endif // XNN_NO_QU8_OPERATORS
/**************************** U8 micro-kernels ****************************/
#ifndef XNN_NO_U8_OPERATORS
init_flags |= XNN_INIT_FLAG_U8;
xnn_params.u8.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_u8_maxpool_minmax_ukernel_9p8x__neon_c16,
.mr = 9,
.qr = 8,
};
xnn_params.u8.clamp = (xnn_univector_ukernel_function) xnn_u8_clamp_ukernel__neon_x64;
xnn_params.u8.rmax = xnn_u8_rmax_ukernel__neon;
xnn_params.u8.lut32norm = xnn_u8_lut32norm_ukernel__scalar;
#endif // XNN_NO_U8_OPERATORS
/**************************** X8 micro-kernels ****************************/
#ifndef XNN_NO_X8_OPERATORS
init_flags |= XNN_INIT_FLAG_X8;
xnn_params.x8.lut = xnn_x8_lut_ukernel__scalar;
xnn_params.x8.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x8_zip_x2_ukernel__neon,
.x3 = (xnn_zipc_ukernel_function) xnn_x8_zip_x3_ukernel__neon,
.x4 = (xnn_zipc_ukernel_function) xnn_x8_zip_x4_ukernel__neon,
.xm = (xnn_zipv_ukernel_function) xnn_x8_zip_xm_ukernel__neon,
};
#endif // XNN_NO_X8_OPERATORS
/**************************** F32 micro-kernels ****************************/
#ifndef XNN_NO_F32_OPERATORS
init_flags |= XNN_INIT_FLAG_F32;
#if XNN_ENABLE_ASSEMBLY
switch (cpuinfo_get_uarch(0)->uarch) {
case cpuinfo_uarch_cortex_a5:
case cpuinfo_uarch_cortex_a7:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a7);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a7);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
break;
case cpuinfo_uarch_cortex_a53:
case cpuinfo_uarch_cortex_a55r0:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a53);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a53);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
break;
case cpuinfo_uarch_cortex_a55:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a55);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a55);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
break;
case cpuinfo_uarch_cortex_a57:
case cpuinfo_uarch_cortex_a72:
case cpuinfo_uarch_cortex_a73:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_pld_cortex_a75);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_pld_cortex_a75);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
break;
case cpuinfo_uarch_krait:
default:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a75);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a75);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
break;
}
#if XNN_MAX_UARCH_TYPES > 1
{
/* Choose micro-kernels for little cores according to micro-kernel specification for the big core */
const uint32_t mr = xnn_params.f32.gemm.mr;
const uint32_t nr = xnn_params.f32.gemm.nr;
const uint32_t log2_sr = xnn_params.f32.gemm.log2_sr;
for (size_t i = 1; i < XNN_MAX_UARCH_TYPES; i++) {
const struct cpuinfo_uarch_info* uarch_info = cpuinfo_get_uarch(i);
if (uarch_info == NULL) {
/* No more microarchitectures in the system */
break;
}
switch (uarch_info->uarch) {
case cpuinfo_uarch_cortex_a53:
case cpuinfo_uarch_cortex_a55r0:
if (mr == 4 && nr == 8 && log2_sr == 0) {
xnn_params.f32.gemm.minmax.gemm.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a53;
xnn_params.f32.gemm.minmax.igemm.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a53;
xnn_params.f32.gemm.minmax.gemm1.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64;
xnn_params.f32.gemm.minmax.igemm1.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64;
}
break;
case cpuinfo_uarch_cortex_a55:
if (mr == 4 && nr == 8 && log2_sr == 0) {
xnn_params.f32.gemm.minmax.gemm.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a55;
xnn_params.f32.gemm.minmax.igemm.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a55;
xnn_params.f32.gemm.minmax.gemm1.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64;
xnn_params.f32.gemm.minmax.igemm1.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64;
}
break;
default:
break;
}
}
}
#endif // XNN_MAX_UARCH_TYPES > 1
#else // XNN_ENABLE_ASSEMBLY
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__neon_lane_ld128);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__neon_lane_ld128);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
#endif // XNN_ENABLE_ASSEMBLY
xnn_params.f32.gemm2.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x2__neon_lane_ld64);
xnn_params.f32.gemm2.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x2__neon_lane_ld64);
xnn_params.f32.gemm2.mr = 4;
xnn_params.f32.gemm2.nr = 2;
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up4x4__neon;
xnn_params.f32.dwconv[0].channel_tile = 4,
xnn_params.f32.dwconv[0].primary_tile = 4,
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up4x9__neon;
xnn_params.f32.dwconv[1].channel_tile = 4;
xnn_params.f32.dwconv[1].primary_tile = 9;
xnn_params.f32.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up4x25__neon_acc2;
xnn_params.f32.dwconv[2].channel_tile = 4;
xnn_params.f32.dwconv[2].primary_tile = 25;
xnn_params.f32.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9x__neon_c4,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9p8x__neon_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.pavgpool = (struct pavgpool_parameters) {
.up = (xnn_pavgpool_unipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9x__neon_c4,
.mp = (xnn_pavgpool_multipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9p8x__neon_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7x__neon_c4,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7p7x__neon_c4,
.mr = 7,
};
xnn_params.f32.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_f32_maxpool_minmax_ukernel_9p8x__neon_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.argmaxpool[0] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_4x__neon_c4,
.mr = 4,
};
xnn_params.f32.argmaxpool[1] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9x__neon_c4,
.mr = 9,
};
xnn_params.f32.argmaxpool[2] = (struct argmaxpool_parameters) {
.mp = (xnn_argmaxpool_multipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9p8x__neon_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.ibilinear = (struct ibilinear_parameters) {
.ukernel = (xnn_ibilinear_ukernel_function) xnn_f32_ibilinear_ukernel__neon_c8,
.pixel_tile = 1,
.channel_tile = 8,
};
xnn_params.f32.abs = (xnn_univector_ukernel_function) xnn_f32_vabs_ukernel__neon_x8;
xnn_params.f32.clamp = (xnn_univector_ukernel_function) xnn_f32_clamp_ukernel__neon_x8;
if (cpuinfo_has_arm_neon_fma()) {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__neonfma_rr1_p6_x8;
} else {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__neon_rr2_lut16_p3_x8;
}
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__neon_x16;
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__neon_x8;
xnn_params.f32.neg = (xnn_univector_ukernel_function) xnn_f32_vneg_ukernel__neon_x8;
if (cpuinfo_has_arm_neon_v8()) {
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__neonv8_x8;
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__neonv8_x8;
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__neonv8_x8;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__neonv8_x8;
} else {
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__neon_x8;
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__neon_x8;
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__neon_x8;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__neon_x8;
}
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__neon_rr2_lut64_p2_nr2recps_x8;
xnn_params.f32.sqr = (xnn_univector_ukernel_function) xnn_f32_vsqr_ukernel__neon_x8;
xnn_params.f32.sqrt = (xnn_univector_ukernel_function) xnn_f32_vsqrt_ukernel__scalar_sqrt_x1;
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__neon_2x8,
.row_tile = 2,
.channel_tile = 8,
};
xnn_params.f32.raddstoreexpminusmax = xnn_f32_raddstoreexpminusmax_ukernel__neon_lut64_p2_x8;
xnn_params.f32.rmax = xnn_f32_rmax_ukernel__neon;
xnn_params.f32.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_minmax_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vdiv = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_minmax_ukernel__scalar_x2,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_minmax_ukernel__scalar_x2,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_minmax_ukernel__scalar_x2,
.element_tile = 2,
};
xnn_params.f32.vmax = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmax_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vmin = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmin_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_minmax_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vsub = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_minmax_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_minmax_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_minmax_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vsqrdiff = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiff_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vmulcaddc = (struct vmulcaddc_parameters) {
.ukernel = (xnn_vmulcaddc_ukernel_function) xnn_f32_vmulcaddc_minmax_ukernel_c4__neon_2x,
.channel_tile = 4,
.row_tile = 2,
};
#ifndef XNN_NO_NCHW_OPERATORS
init_flags |= XNN_INIT_FLAG_CHW_OPT;
xnn_params.f32.spmm = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_32x1__neon,
.mr = 32,
.nr = 1,
};
xnn_params.f32.conv_hwc2chw_3x3c3s2 = (struct conv_hwc2chw_parameters) {
.ukernel_with_symm_padding =
(xnn_conv_hwc2chw_ukernel_function) xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2,
.output_channel_tile = 4,
.output_height_tile = 2,
.output_width_tile = 2,
};
xnn_params.f32.dwconv2d_chw_3x3 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_2x4,
.output_width_tile = 4,
.output_height_tile = 2,
};
xnn_params.f32.dwconv2d_chw_3x3s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__neon_1x4,
.output_width_tile = 4,
.output_height_tile = 1,
};
xnn_params.f32.dwconv2d_chw_5x5 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5p2__neon_1x4,
.output_width_tile = 4,
.output_height_tile = 1,
};
xnn_params.f32.dwconv2d_chw_5x5s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__neon_1x4,
.output_width_tile = 4,
.output_height_tile = 1,
};
xnn_params.f32.gavgpool_cw = (struct gavgpool_cw_parameters) {
.ukernel = (xnn_gavgpool_cw_ukernel_function) xnn_f32_gavgpool_cw_ukernel__neon_x4,
.channel_tile = 4,
};
xnn_params.f32.ibilinear_chw = (struct ibilinear_chw_parameters) {
.ukernel = (xnn_ibilinear_chw_ukernel_function) xnn_f32_ibilinear_chw_ukernel__scalar_p4,
.channel_tile = 1,
.pixel_tile = 4,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_F32_OPERATORS
/**************************** X32 micro-kernels ****************************/
#ifndef XNN_NO_X32_OPERATORS
init_flags |= XNN_INIT_FLAG_X32;
xnn_params.x32.fill = (struct fill_parameters) {
.ukernel = (xnn_fill_ukernel_function) xnn_x32_fill_ukernel__neon,
.row_tile = 1,
};
xnn_params.x32.pad = (struct pad_parameters) {
.ukernel = (xnn_pad_ukernel_function) xnn_x32_pad_ukernel__neon,
.row_tile = 1,
};
xnn_params.x32.unpool = (xnn_unpool_ukernel_function) xnn_x32_unpool_ukernel__neon;
xnn_params.x32.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x32_zip_x2_ukernel__neon,
.x3 = (xnn_zipc_ukernel_function) xnn_x32_zip_x3_ukernel__neon,
.x4 = (xnn_zipc_ukernel_function) xnn_x32_zip_x4_ukernel__neon,
.xm = (xnn_zipv_ukernel_function) xnn_x32_zip_xm_ukernel__neon,
};
#ifndef XNN_NO_NCHW_OPERATORS
xnn_params.x32.depthtospace2d_chw2hwc = (struct depthtospace2d_chw2hwc_parameters) {
.ukernel = (xnn_depthtospace2d_chw2hwc_ukernel_function) xnn_x32_depthtospace2d_chw2hwc_ukernel__scalar,
.channel_tile = 1,
.pixel_tile = 1,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_X32_OPERATORS
} else if (!XNN_PLATFORM_MOBILE) {
/*************************** QU8 micro-kernels ***************************/
#ifndef XNN_NO_QU8_OPERATORS
init_flags |= XNN_INIT_FLAG_QU8;
xnn_params.qu8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qu8_gemm_minmax_ukernel_2x2__scalar);
xnn_params.qu8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qu8_igemm_minmax_ukernel_2x2__scalar);
xnn_params.qu8.gemm.mr = 2;
xnn_params.qu8.gemm.nr = 2;
xnn_params.qu8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qu8_dwconv_minmax_ukernel_up1x9__scalar;
xnn_params.qu8.dwconv[0].channel_tile = 1;
xnn_params.qu8.dwconv[0].primary_tile = 9;
xnn_params.qu8.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9x__scalar_c1,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.qu8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7x__scalar_c1,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7p7x__scalar_c1,
.mr = 7,
};
xnn_params.qu8.vadd = (xnn_vadd_ukernel_function) xnn_qu8_vadd_minmax_ukernel__scalar;
#endif // XNN_NO_QU8_OPERATORS
/**************************** U8 micro-kernels ****************************/
#ifndef XNN_NO_U8_OPERATORS
init_flags |= XNN_INIT_FLAG_U8;
xnn_params.u8.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_u8_maxpool_minmax_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.u8.clamp = (xnn_univector_ukernel_function) xnn_u8_clamp_ukernel__scalar_x4;
xnn_params.u8.lut32norm = xnn_u8_lut32norm_ukernel__scalar;
xnn_params.u8.rmax = xnn_u8_rmax_ukernel__scalar;
#endif // XNN_NO_U8_OPERATORS
/**************************** X8 micro-kernels ****************************/
#ifndef XNN_NO_X8_OPERATORS
init_flags |= XNN_INIT_FLAG_X8;
xnn_params.x8.lut = xnn_x8_lut_ukernel__scalar;
xnn_params.x8.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x8_zip_x2_ukernel__scalar,
.x3 = (xnn_zipc_ukernel_function) xnn_x8_zip_x3_ukernel__scalar,
.x4 = (xnn_zipc_ukernel_function) xnn_x8_zip_x4_ukernel__scalar,
.xm = (xnn_zipv_ukernel_function) xnn_x8_zip_xm_ukernel__scalar,
};
#endif // XNN_NO_X8_OPERATORS
/**************************** F32 micro-kernels ****************************/
#ifndef XNN_NO_F32_OPERATORS
init_flags |= XNN_INIT_FLAG_F32;
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x4__scalar);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x4__scalar);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x4__scalar);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x4__scalar);
xnn_params.f32.gemm.relu.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_4x4__scalar);
xnn_params.f32.gemm.relu.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_4x4__scalar);
xnn_params.f32.gemm.relu.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_1x4__scalar);
xnn_params.f32.gemm.relu.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_1x4__scalar);
xnn_params.f32.gemm.linear.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_4x4__scalar);
xnn_params.f32.gemm.linear.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_4x4__scalar);
xnn_params.f32.gemm.linear.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_1x4__scalar);
xnn_params.f32.gemm.linear.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_1x4__scalar);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 4;
xnn_params.f32.gemm2.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x2__scalar);
xnn_params.f32.gemm2.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x2__scalar),
xnn_params.f32.gemm2.linear.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_4x2__scalar);
xnn_params.f32.gemm2.linear.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_4x2__scalar),
xnn_params.f32.gemm2.mr = 4;
xnn_params.f32.gemm2.nr = 2;
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up1x4__scalar_acc2;
xnn_params.f32.dwconv[0].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up1x4__scalar_acc2;
xnn_params.f32.dwconv[0].channel_tile = 1;
xnn_params.f32.dwconv[0].primary_tile = 4;
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up1x9__scalar_acc2;
xnn_params.f32.dwconv[1].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up1x9__scalar_acc2;
xnn_params.f32.dwconv[1].channel_tile = 1;
xnn_params.f32.dwconv[1].primary_tile = 9;
xnn_params.f32.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up1x25__scalar_acc2;
xnn_params.f32.dwconv[2].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up1x25__scalar_acc2;
xnn_params.f32.dwconv[2].channel_tile = 1;
xnn_params.f32.dwconv[2].primary_tile = 25;
xnn_params.f32.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9x__scalar_c1,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.f32.pavgpool = (struct pavgpool_parameters) {
.up = (xnn_pavgpool_unipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9x__scalar_c1,
.mp = (xnn_pavgpool_multipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.f32.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7x__scalar_c1,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7p7x__scalar_c1,
.mr = 7,
};
xnn_params.f32.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_f32_maxpool_minmax_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.f32.argmaxpool[0] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_4x__scalar_c1,
.mr = 4,
};
xnn_params.f32.argmaxpool[1] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9x__scalar_c1,
.mr = 9,
};
xnn_params.f32.argmaxpool[2] = (struct argmaxpool_parameters) {
.mp = (xnn_argmaxpool_multipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.f32.ibilinear = (struct ibilinear_parameters) {
.ukernel = (xnn_ibilinear_ukernel_function) xnn_f32_ibilinear_ukernel__scalar_c2,
.pixel_tile = 1,
.channel_tile = 2,
};
xnn_params.f32.abs = (xnn_univector_ukernel_function) xnn_f32_vabs_ukernel__scalar_x4;
xnn_params.f32.clamp = (xnn_univector_ukernel_function) xnn_f32_clamp_ukernel__scalar_x4;
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__scalar_rr2_lut16_p3_x4;
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__scalar_x4;
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__scalar_x4;
xnn_params.f32.neg = (xnn_univector_ukernel_function) xnn_f32_vneg_ukernel__scalar_x4;
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__scalar_libm_x1;
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__scalar_libm_x1;
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__scalar_libm_x1;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__scalar_libm_x1;
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__scalar_lut64_p2_div_x2;
xnn_params.f32.sqr = (xnn_univector_ukernel_function) xnn_f32_vsqr_ukernel__scalar_x4;
xnn_params.f32.sqrt = (xnn_univector_ukernel_function) xnn_f32_vsqrt_ukernel__scalar_sqrt_x1;
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__scalar_2x4,
.row_tile = 4,
.channel_tile = 4,
};
xnn_params.f32.raddstoreexpminusmax = xnn_f32_raddstoreexpminusmax_ukernel__scalar_p5_x4_acc2;
xnn_params.f32.rmax = xnn_f32_rmax_ukernel__scalar;
xnn_params.f32.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_minmax_ukernel__scalar_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__scalar_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__scalar_x8,
.element_tile = 8,
};
xnn_params.f32.vdiv = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_minmax_ukernel__scalar_x2,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_minmax_ukernel__scalar_x2,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_minmax_ukernel__scalar_x2,
.element_tile = 2,
};
xnn_params.f32.vmax = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmax_ukernel__scalar_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__scalar_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__scalar_x8,
.element_tile = 8,
};
xnn_params.f32.vmin = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmin_ukernel__scalar_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__scalar_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__scalar_x8,
.element_tile = 8,
};
xnn_params.f32.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_minmax_ukernel__scalar_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__scalar_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__scalar_x8,
.element_tile = 8,
};
xnn_params.f32.vsub = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_minmax_ukernel__scalar_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_minmax_ukernel__scalar_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_minmax_ukernel__scalar_x8,
.element_tile = 8,
};
xnn_params.f32.vsqrdiff = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiff_ukernel__scalar_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__scalar_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__scalar_x8,
.element_tile = 8,
};
xnn_params.f32.vmulcaddc = (struct vmulcaddc_parameters) {
.ukernel = (xnn_vmulcaddc_ukernel_function) xnn_f32_vmulcaddc_minmax_ukernel_c1__scalar_2x,
.channel_tile = 1,
.row_tile = 2,
};
#ifndef XNN_NO_NCHW_OPERATORS
init_flags |= XNN_INIT_FLAG_CHW_OPT;
xnn_params.f32.spmm = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_8x1__scalar,
.mr = 8,
.nr = 1,
};
xnn_params.f32.spmm2 = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_8x2__scalar,
.mr = 8,
.nr = 2,
};
xnn_params.f32.spmm4 = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_8x4__scalar,
.mr = 8,
.nr = 4,
};
xnn_params.f32.conv_hwc2chw_3x3c3s2 = (struct conv_hwc2chw_parameters) {
.ukernel_with_symm_padding =
(xnn_conv_hwc2chw_ukernel_function) xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1,
.output_channel_tile = 4,
.output_height_tile = 1,
.output_width_tile = 1,
};
xnn_params.f32.dwconv2d_chw_3x3 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_4x1,
.output_width_tile = 1,
.output_height_tile = 4,
};
xnn_params.f32.dwconv2d_chw_3x3s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__scalar_2x1_acc2,
.output_width_tile = 1,
.output_height_tile = 2,
};
xnn_params.f32.dwconv2d_chw_5x5 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5p2__scalar_2x1_acc2,
.output_width_tile = 1,
.output_height_tile = 2,
};
xnn_params.f32.dwconv2d_chw_5x5s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__scalar_2x1_acc2,
.output_width_tile = 1,
.output_height_tile = 2,
};
xnn_params.f32.gavgpool_cw = (struct gavgpool_cw_parameters) {
.ukernel = (xnn_gavgpool_cw_ukernel_function) xnn_f32_gavgpool_cw_ukernel__scalar_x1,
.channel_tile = 1,
};
xnn_params.f32.ibilinear_chw = (struct ibilinear_chw_parameters) {
.ukernel = (xnn_ibilinear_chw_ukernel_function) xnn_f32_ibilinear_chw_ukernel__scalar_p4,
.channel_tile = 1,
.pixel_tile = 4,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_F32_OPERATORS
/**************************** X32 micro-kernels ****************************/
#ifndef XNN_NO_X32_OPERATORS
init_flags |= XNN_INIT_FLAG_X32;
xnn_params.x32.fill = (struct fill_parameters) {
.ukernel = (xnn_fill_ukernel_function) xnn_x32_fill_ukernel__scalar_int,
.row_tile = 1,
};
xnn_params.x32.pad = (struct pad_parameters) {
.ukernel = (xnn_pad_ukernel_function) xnn_x32_pad_ukernel__scalar_int,
.row_tile = 1,
};
xnn_params.x32.unpool = (xnn_unpool_ukernel_function) xnn_x32_unpool_ukernel__scalar;
xnn_params.x32.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x32_zip_x2_ukernel__scalar,
.x3 = (xnn_zipc_ukernel_function) xnn_x32_zip_x3_ukernel__scalar,
.x4 = (xnn_zipc_ukernel_function) xnn_x32_zip_x4_ukernel__scalar,
.xm = (xnn_zipv_ukernel_function) xnn_x32_zip_xm_ukernel__scalar,
};
#ifndef XNN_NO_NCHW_OPERATORS
xnn_params.x32.depthtospace2d_chw2hwc = (struct depthtospace2d_chw2hwc_parameters) {
.ukernel = (xnn_depthtospace2d_chw2hwc_ukernel_function) xnn_x32_depthtospace2d_chw2hwc_ukernel__scalar,
.channel_tile = 1,
.pixel_tile = 1,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_X32_OPERATORS
}
#elif XNN_ARCH_ARM64
/**************************** XX micro-kernels ****************************/
#ifndef XNN_NO_XX_OPERATORS
init_flags |= XNN_INIT_FLAG_XX;
xnn_params.xx.copy = (xnn_univector_ukernel_function) xnn_xx_copy_ukernel__memcpy;
#endif
/**************************** QS8 micro-kernels ****************************/
#ifndef XNN_NO_QS8_OPERATORS
init_flags |= XNN_INIT_FLAG_QS8;
#if XNN_PLATFORM_IOS || XNN_PLATFORM_MAC
#if XNN_ENABLE_ASSEMBLY
if (cpuinfo_has_arm_neon_dot()) {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16c4__aarch64_neondot_ld64);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_4x16c4__neondot);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot);
xnn_params.qs8.gemm.mr = 4;
xnn_params.qs8.gemm.nr = 16;
xnn_params.qs8.gemm.log2_kr = 2;
} else {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.mr = 2;
xnn_params.qs8.gemm.nr = 16;
}
#else // !XNN_ENABLE_ASSEMBLY
if (cpuinfo_has_arm_neon_dot()) {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_4x16c4__neondot);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_4x16c4__neondot);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot);
xnn_params.qs8.gemm.mr = 4;
xnn_params.qs8.gemm.nr = 16;
xnn_params.qs8.gemm.log2_kr = 2;
} else {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.mr = 2;
xnn_params.qs8.gemm.nr = 16;
}
#endif // XNN_ENABLE_ASSEMBLY
#else // !XNN_PLATFORM_IOS && !XNN_PLATFORM_MAC
#if XNN_ENABLE_ASSEMBLY
if (cpuinfo_has_arm_neon_dot()) {
switch (cpuinfo_get_core(0)->uarch) {
case cpuinfo_uarch_cortex_a55:
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_cortex_a55);
break;
default:
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64);
break;
}
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_4x16c4__neondot);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16c4__aarch64_neondot_ld64);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot);
xnn_params.qs8.gemm.mr = 4;
xnn_params.qs8.gemm.nr = 16;
xnn_params.qs8.gemm.log2_kr = 2;
} else {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.mr = 2;
xnn_params.qs8.gemm.nr = 16;
}
#if XNN_MAX_UARCH_TYPES > 1
{
/* Choose micro-kernels for little cores according to micro-kernel specification for the big core */
const uint32_t mr = xnn_params.qs8.gemm.mr;
const uint32_t nr = xnn_params.qs8.gemm.nr;
const uint32_t log2_kr = xnn_params.qs8.gemm.log2_kr;
for (size_t i = 1; i < XNN_MAX_UARCH_TYPES; i++) {
const struct cpuinfo_uarch_info* uarch_info = cpuinfo_get_uarch(i);
if (uarch_info == NULL) {
/* No more microarchitectures in the system */
break;
}
switch (uarch_info->uarch) {
case cpuinfo_uarch_cortex_a55:
if (mr == 4 && nr == 16 && log2_kr == 2) {
xnn_params.qs8.gemm.minmax.gemm.function[i] = (xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_cortex_a55;
xnn_params.qs8.gemm.minmax.igemm.function[i] = (xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_4x16c4__neondot;
xnn_params.qs8.gemm.minmax.gemm1.function[i] = (xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16c4__aarch64_neondot_ld64;
xnn_params.qs8.gemm.minmax.igemm1.function[i] = (xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot;
}
break;
default:
break;
}
}
}
#endif // XNN_MAX_UARCH_TYPES > 1
#else // !XNN_ENABLE_ASSEMBLY
if (cpuinfo_has_arm_neon_dot()) {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_4x16c4__neondot);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_4x16c4__neondot);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot);
xnn_params.qs8.gemm.mr = 4;
xnn_params.qs8.gemm.nr = 16;
xnn_params.qs8.gemm.log2_kr = 2;
} else {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_2x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane);
xnn_params.qs8.gemm.mr = 2;
xnn_params.qs8.gemm.nr = 16;
}
#endif // XNN_ENABLE_ASSEMBLY
#endif // XNN_PLATFORM_IOS || XNN_PLATFORM_MAC
xnn_params.qs8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qs8_dwconv_minmax_ukernel_up8x9__neon_mul16;
xnn_params.qs8.dwconv[0].channel_tile = 8;
xnn_params.qs8.dwconv[0].primary_tile = 9;
xnn_params.qs8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7x__neon_c8_acc2,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7p7x__neon_c8_acc2,
.mr = 7,
};
xnn_params.qs8.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vadd_minmax_ukernel__neon_ld64_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__neon_ld64_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__neon_ld64_x8,
.element_tile = 8,
};
#endif // XNN_NO_QS8_OPERATORS
/**************************** QU8 micro-kernels ****************************/
#ifndef XNN_NO_QU8_OPERATORS
init_flags |= XNN_INIT_FLAG_QU8;
xnn_params.qu8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qu8_gemm_minmax_ukernel_8x8__neon);
xnn_params.qu8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qu8_igemm_minmax_ukernel_8x8__neon);
xnn_params.qu8.gemm.mr = 8;
xnn_params.qu8.gemm.nr = 8;
xnn_params.qu8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qu8_dwconv_minmax_ukernel_up8x9__neon;
xnn_params.qu8.dwconv[0].channel_tile = 8;
xnn_params.qu8.dwconv[0].primary_tile = 9;
xnn_params.qu8.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9x__neon_c8,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9p8x__neon_c8,
.mr = 9,
.qr = 8,
};
xnn_params.qu8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7x__neon_c8,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7p7x__neon_c8,
.mr = 7,
};
xnn_params.qu8.vadd = (xnn_vadd_ukernel_function) xnn_qu8_vadd_minmax_ukernel__neon;
#endif // XNN_NO_QU8_OPERATORS
/**************************** U8 micro-kernels ****************************/
#ifndef XNN_NO_U8_OPERATORS
init_flags |= XNN_INIT_FLAG_U8;
xnn_params.u8.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_u8_maxpool_minmax_ukernel_9p8x__neon_c16,
.mr = 9,
.qr = 8,
};
xnn_params.u8.clamp = (xnn_univector_ukernel_function) xnn_u8_clamp_ukernel__neon_x64;
xnn_params.u8.lut32norm = xnn_u8_lut32norm_ukernel__scalar;
xnn_params.u8.rmax = xnn_u8_rmax_ukernel__neon;
#endif // XNN_NO_U8_OPERATORS
/**************************** X8 micro-kernels ****************************/
#ifndef XNN_NO_X8_OPERATORS
init_flags |= XNN_INIT_FLAG_X8;
xnn_params.x8.lut = xnn_x8_lut_ukernel__scalar;
xnn_params.x8.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x8_zip_x2_ukernel__neon,
.x3 = (xnn_zipc_ukernel_function) xnn_x8_zip_x3_ukernel__neon,
.x4 = (xnn_zipc_ukernel_function) xnn_x8_zip_x4_ukernel__neon,
.xm = (xnn_zipv_ukernel_function) xnn_x8_zip_xm_ukernel__neon,
};
#endif // XNN_NO_X8_OPERATORS
/**************************** F16 micro-kernels ****************************/
#ifndef XNN_NO_F16_OPERATORS
if (cpuinfo_has_arm_neon_fp16_arith()) {
init_flags |= XNN_INIT_FLAG_F16;
#if XNN_ENABLE_ASSEMBLY
xnn_params.f16.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f16_gemm_minmax_ukernel_6x16__aarch64_neonfp16arith_ld32);
xnn_params.f16.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f16_gemm_minmax_ukernel_1x16__aarch64_neonfp16arith_ld32);
#else
xnn_params.f16.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f16_gemm_minmax_ukernel_6x16__neonfp16arith_ld64);
xnn_params.f16.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f16_gemm_minmax_ukernel_1x16__neonfp16arith_ld64);
#endif
xnn_params.f16.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f16_igemm_minmax_ukernel_6x16__neonfp16arith_ld64);
xnn_params.f16.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f16_igemm_minmax_ukernel_1x16__neonfp16arith_ld64);
xnn_params.f16.gemm.mr = 6;
xnn_params.f16.gemm.nr = 16;
xnn_params.f16.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f16_dwconv_minmax_ukernel_up16x4__neonfp16arith;
xnn_params.f16.dwconv[0].channel_tile = 16;
xnn_params.f16.dwconv[0].primary_tile = 4;
xnn_params.f16.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f16_dwconv_minmax_ukernel_up16x9__neonfp16arith;
xnn_params.f16.dwconv[1].channel_tile = 16;
xnn_params.f16.dwconv[1].primary_tile = 9;
xnn_params.f16.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f16_dwconv_minmax_ukernel_up8x25__neonfp16arith_acc2;
xnn_params.f16.dwconv[2].channel_tile = 8;
xnn_params.f16.dwconv[2].primary_tile = 25;
xnn_params.f16.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_f16_gavgpool_minmax_ukernel_7x__neonfp16arith_c8,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_f16_gavgpool_minmax_ukernel_7p7x__neonfp16arith_c8,
.mr = 7,
};
xnn_params.f16.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f16_vadd_minmax_ukernel__neonfp16arith_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f16_vaddc_minmax_ukernel__neonfp16arith_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f16_vaddc_minmax_ukernel__neonfp16arith_x16,
.element_tile = 16,
};
xnn_params.f16.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f16_vmul_minmax_ukernel__neonfp16arith_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f16_vmulc_minmax_ukernel__neonfp16arith_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f16_vmulc_minmax_ukernel__neonfp16arith_x16,
.element_tile = 16,
};
xnn_params.f16.vmulcaddc = (struct vmulcaddc_parameters) {
.ukernel = (xnn_vmulcaddc_ukernel_function) xnn_f16_vmulcaddc_minmax_ukernel_c8__neonfp16arith_2x,
.channel_tile = 8,
.row_tile = 2,
};
xnn_params.f16.hswish = (xnn_univector_ukernel_function) xnn_f16_hswish_ukernel__neonfp16arith_x16;
}
#endif // XNN_NO_F16_OPERATORS
/**************************** F32 micro-kernels ****************************/
#ifndef XNN_NO_F32_OPERATORS
init_flags |= XNN_INIT_FLAG_F32;
#if XNN_PLATFORM_IOS || XNN_PLATFORM_MAC
#if XNN_ENABLE_ASSEMBLY
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.mr = 6;
xnn_params.f32.gemm.nr = 8;
#else // !XNN_ENABLE_ASSEMBLY
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__neonfma_lane_ld64);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__neonfma_lane_ld64);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neonfma_lane_ld64);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64);
xnn_params.f32.gemm.mr = 6;
xnn_params.f32.gemm.nr = 8;
#endif // XNN_ENABLE_ASSEMBLY
#else // !XNN_PLATFORM_IOS && !XNN_PLATFORM_MAC
#if XNN_ENABLE_ASSEMBLY
switch (cpuinfo_get_core(0)->uarch) {
case cpuinfo_uarch_cortex_a57:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a57);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a57);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57);
xnn_params.f32.gemm.mr = 6;
xnn_params.f32.gemm.nr = 8;
break;
case cpuinfo_uarch_cortex_a72:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
break;
case cpuinfo_uarch_cortex_a75:
case cpuinfo_uarch_cortex_a76:
case cpuinfo_uarch_exynos_m3:
case cpuinfo_uarch_exynos_m4:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.mr = 6;
xnn_params.f32.gemm.nr = 8;
break;
case cpuinfo_uarch_exynos_m1:
case cpuinfo_uarch_exynos_m2:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8s4__neonfma);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8s4__neonfma);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8s4__neonfma);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8s4__neonfma);
xnn_params.f32.gemm.mr = 6;
xnn_params.f32.gemm.nr = 8;
xnn_params.f32.gemm.log2_sr = 2;
break;
case cpuinfo_uarch_cortex_a53:
case cpuinfo_uarch_cortex_a55r0:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a53);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a53);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53);
xnn_params.f32.gemm.mr = 6;
xnn_params.f32.gemm.nr = 8;
break;
case cpuinfo_uarch_cortex_a55:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a55);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a55);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53);
xnn_params.f32.gemm.mr = 6;
xnn_params.f32.gemm.nr = 8;
break;
case cpuinfo_uarch_cortex_a73:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a73);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a73);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75);
xnn_params.f32.gemm.mr = 6;
xnn_params.f32.gemm.nr = 8;
break;
default:
case cpuinfo_uarch_cortex_a77:
case cpuinfo_uarch_exynos_m5:
case cpuinfo_uarch_kryo:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a57);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a57);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
break;
}
#if XNN_MAX_UARCH_TYPES > 1
{
/* Choose micro-kernels for little cores according to micro-kernel specification for the big core */
const uint32_t mr = xnn_params.f32.gemm.mr;
const uint32_t nr = xnn_params.f32.gemm.nr;
const uint32_t log2_sr = xnn_params.f32.gemm.log2_sr;
for (size_t i = 1; i < XNN_MAX_UARCH_TYPES; i++) {
const struct cpuinfo_uarch_info* uarch_info = cpuinfo_get_uarch(i);
if (uarch_info == NULL) {
/* No more microarchitectures in the system */
break;
}
switch (uarch_info->uarch) {
case cpuinfo_uarch_cortex_a53:
case cpuinfo_uarch_cortex_a55r0:
if (mr == 6 && nr == 8 && log2_sr == 0) {
xnn_params.f32.gemm.minmax.gemm.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a53;
xnn_params.f32.gemm.minmax.igemm.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a53;
xnn_params.f32.gemm.minmax.gemm1.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53;
xnn_params.f32.gemm.minmax.igemm1.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53;
} else if (mr == 4 && nr == 8 && log2_sr == 0) {
xnn_params.f32.gemm.minmax.gemm.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a53;
xnn_params.f32.gemm.minmax.igemm.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a53;
xnn_params.f32.gemm.minmax.gemm1.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53;
xnn_params.f32.gemm.minmax.igemm1.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53;
}
break;
case cpuinfo_uarch_cortex_a55:
if (mr == 6 && nr == 8 && log2_sr == 0) {
xnn_params.f32.gemm.minmax.gemm.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a55;
xnn_params.f32.gemm.minmax.igemm.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a55;
xnn_params.f32.gemm.minmax.gemm1.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53;
xnn_params.f32.gemm.minmax.igemm1.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53;
} else if (mr == 4 && nr == 8 && log2_sr == 0) {
xnn_params.f32.gemm.minmax.gemm.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a55;
xnn_params.f32.gemm.minmax.igemm.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a55;
xnn_params.f32.gemm.minmax.gemm1.function[i] = (xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53;
xnn_params.f32.gemm.minmax.igemm1.function[i] = (xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53;
}
break;
default:
break;
}
}
}
#endif // XNN_MAX_UARCH_TYPES > 1
#else // !XNN_ENABLE_ASSEMBLY
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_6x8__neonfma_lane_ld64);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_6x8__neonfma_lane_ld64);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__neonfma_lane_ld64);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64);
xnn_params.f32.gemm.mr = 6;
xnn_params.f32.gemm.nr = 8;
#endif // XNN_ENABLE_ASSEMBLY
#endif // XNN_PLATFORM_IOS || XNN_PLATFORM_MAC
xnn_params.f32.gemm2.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x2__neonfma_lane_ld64);
xnn_params.f32.gemm2.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x2__neonfma_lane_ld64);
xnn_params.f32.gemm2.mr = 4;
xnn_params.f32.gemm2.nr = 2;
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x4__neonfma;
xnn_params.f32.dwconv[0].channel_tile = 8;
xnn_params.f32.dwconv[0].primary_tile = 4;
#if XNN_PLATFORM_IOS || XNN_PLATFORM_MAC
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x9__neonfma;
xnn_params.f32.dwconv[1].channel_tile = 8;
xnn_params.f32.dwconv[1].primary_tile = 9;
#else // !XNN_PLATFORM_IOS && !XNN_PLATFORM_MAC
switch (cpuinfo_get_core(0)->uarch) {
case cpuinfo_uarch_kryo:
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up4x9__neonfma;
xnn_params.f32.dwconv[1].channel_tile = 4;
xnn_params.f32.dwconv[1].primary_tile = 9;
break;
#if XNN_ENABLE_ASSEMBLY
case cpuinfo_uarch_cortex_a53:
case cpuinfo_uarch_cortex_a55r0:
case cpuinfo_uarch_cortex_a55:
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up4x9__aarch64_neonfma_cortex_a55;
xnn_params.f32.dwconv[1].channel_tile = 4;
xnn_params.f32.dwconv[1].primary_tile = 9;
break;
#endif // XNN_ENABLE_ASSEMBLY
default:
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x9__neonfma;
xnn_params.f32.dwconv[1].channel_tile = 8;
xnn_params.f32.dwconv[1].primary_tile = 9;
break;
}
#endif // XNN_PLATFORM_IOS && XNN_PLATFORM_MAC
xnn_params.f32.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up4x25__neonfma_acc2;
xnn_params.f32.dwconv[2].channel_tile = 4;
xnn_params.f32.dwconv[2].primary_tile = 25;
xnn_params.f32.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9x__neon_c4,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9p8x__neon_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.pavgpool = (struct pavgpool_parameters) {
.up = (xnn_pavgpool_unipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9x__neon_c4,
.mp = (xnn_pavgpool_multipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9p8x__neon_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7x__neon_c4,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7p7x__neon_c4,
.mr = 7,
};
xnn_params.f32.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_f32_maxpool_minmax_ukernel_9p8x__neon_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.argmaxpool[0] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_4x__neon_c4,
.mr = 4,
};
xnn_params.f32.argmaxpool[1] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9x__neon_c4,
.mr = 9,
};
xnn_params.f32.argmaxpool[2] = (struct argmaxpool_parameters) {
.mp = (xnn_argmaxpool_multipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9p8x__neon_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.ibilinear = (struct ibilinear_parameters) {
.ukernel = (xnn_ibilinear_ukernel_function) xnn_f32_ibilinear_ukernel__neonfma_c8,
.pixel_tile = 1,
.channel_tile = 8,
};
xnn_params.f32.abs = (xnn_univector_ukernel_function) xnn_f32_vabs_ukernel__neon_x8;
xnn_params.f32.clamp = (xnn_univector_ukernel_function) xnn_f32_clamp_ukernel__neon_x8;
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__neonfma_rr1_lut16_p3_x16;
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__neon_x16;
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__neon_x8;
xnn_params.f32.neg = (xnn_univector_ukernel_function) xnn_f32_vneg_ukernel__neon_x8;
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__neonv8_x8;
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__neonv8_x8;
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__neonv8_x8;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__neonv8_x8;
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__neonfma_rr1_lut64_p2_nr2recps_x16;
xnn_params.f32.sqr = (xnn_univector_ukernel_function) xnn_f32_vsqr_ukernel__neon_x8;
xnn_params.f32.sqrt = (xnn_univector_ukernel_function) xnn_f32_vsqrt_ukernel__neon_sqrt_x4;
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__neon_2x8,
.row_tile = 2,
.channel_tile = 8,
};
xnn_params.f32.raddstoreexpminusmax = xnn_f32_raddstoreexpminusmax_ukernel__neonfma_lut64_p2_x16;
xnn_params.f32.rmax = xnn_f32_rmax_ukernel__neon;
xnn_params.f32.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_minmax_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vdiv = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_minmax_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_minmax_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_minmax_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vmax = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmax_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vmin = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmin_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_minmax_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vsub = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_minmax_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_minmax_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_minmax_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vsqrdiff = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiff_ukernel__neon_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__neon_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__neon_x8,
.element_tile = 8,
};
xnn_params.f32.vmulcaddc = (struct vmulcaddc_parameters) {
.ukernel = (xnn_vmulcaddc_ukernel_function) xnn_f32_vmulcaddc_minmax_ukernel_c4__neonfma_2x,
.channel_tile = 4,
.row_tile = 2,
};
#ifndef XNN_NO_NCHW_OPERATORS
init_flags |= XNN_INIT_FLAG_CHW_OPT;
xnn_params.f32.spmm = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_16x1__neonfma_pipelined,
.mr = 16,
.nr = 1,
};
xnn_params.f32.spmm2 = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_16x2__neonfma,
.mr = 16,
.nr = 2,
};
xnn_params.f32.spmm4 = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_16x4__neonfma,
.mr = 16,
.nr = 4,
};
xnn_params.f32.conv_hwc2chw_3x3c3s2 = (struct conv_hwc2chw_parameters) {
.ukernel_with_symm_padding =
(xnn_conv_hwc2chw_ukernel_function) xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2,
.output_channel_tile = 4,
.output_height_tile = 2,
.output_width_tile = 2,
};
xnn_params.f32.dwconv2d_chw_3x3 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_3x4,
.output_width_tile = 4,
.output_height_tile = 3,
};
xnn_params.f32.dwconv2d_chw_3x3s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__neonfma_2x4_acc2,
.output_width_tile = 4,
.output_height_tile = 2,
};
xnn_params.f32.dwconv2d_chw_5x5 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5p2__neonfma_4x4,
.output_width_tile = 4,
.output_height_tile = 4,
};
xnn_params.f32.dwconv2d_chw_5x5s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__neonfma_1x4_acc2,
.output_width_tile = 4,
.output_height_tile = 1,
};
xnn_params.f32.gavgpool_cw = (struct gavgpool_cw_parameters) {
.ukernel = (xnn_gavgpool_cw_ukernel_function) xnn_f32_gavgpool_cw_ukernel__neon_x4,
.channel_tile = 4,
};
xnn_params.f32.ibilinear_chw = (struct ibilinear_chw_parameters) {
.ukernel = (xnn_ibilinear_chw_ukernel_function) xnn_f32_ibilinear_chw_ukernel__scalar_p4,
.channel_tile = 1,
.pixel_tile = 4,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_F32_OPERATORS
/**************************** X32 micro-kernels ****************************/
#ifndef XNN_NO_X32_OPERATORS
init_flags |= XNN_INIT_FLAG_X32;
xnn_params.x32.fill = (struct fill_parameters) {
.ukernel = (xnn_fill_ukernel_function) xnn_x32_fill_ukernel__neon,
.row_tile = 1,
};
xnn_params.x32.pad = (struct pad_parameters) {
.ukernel = (xnn_pad_ukernel_function) xnn_x32_pad_ukernel__neon,
.row_tile = 1,
};
xnn_params.x32.unpool = (xnn_unpool_ukernel_function) xnn_x32_unpool_ukernel__neon;
xnn_params.x32.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x32_zip_x2_ukernel__neon,
.x3 = (xnn_zipc_ukernel_function) xnn_x32_zip_x3_ukernel__neon,
.x4 = (xnn_zipc_ukernel_function) xnn_x32_zip_x4_ukernel__neon,
.xm = (xnn_zipv_ukernel_function) xnn_x32_zip_xm_ukernel__neon,
};
#ifndef XNN_NO_NCHW_OPERATORS
xnn_params.x32.depthtospace2d_chw2hwc = (struct depthtospace2d_chw2hwc_parameters) {
.ukernel = (xnn_depthtospace2d_chw2hwc_ukernel_function) xnn_x32_depthtospace2d_chw2hwc_ukernel__scalar,
.channel_tile = 1,
.pixel_tile = 1,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_X32_OPERATORS
#elif XNN_ARCH_X86 || XNN_ARCH_X86_64
if (!cpuinfo_has_x86_sse2()) {
xnn_log_error("XNNPACK initialization failed: SSE2 is not supported");
return;
}
/**************************** XX micro-kernels ****************************/
#ifndef XNN_NO_XX_OPERATORS
init_flags |= XNN_INIT_FLAG_XX;
xnn_params.xx.copy = (xnn_univector_ukernel_function) xnn_xx_copy_ukernel__memcpy;
#endif
/**************************** QS8 micro-kernels ****************************/
#ifndef XNN_NO_QS8_OPERATORS
init_flags |= XNN_INIT_FLAG_QS8;
if (cpuinfo_has_x86_avx512f() && cpuinfo_has_x86_avx512bw() && cpuinfo_has_x86_avx512dq() && cpuinfo_has_x86_avx512vl()) {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_4x16c8__avx512skx);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_4x16c8__avx512skx);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x16c8__avx512skx);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x16c8__avx512skx);
xnn_params.qs8.gemm.mr = 4;
xnn_params.qs8.gemm.nr = 16;
xnn_params.qs8.gemm.log2_kr = 3;
} else if (cpuinfo_has_x86_xop()) {
// XOP should be checked before AVX2: AMD Excavator supports both, but performs better with XOP microkernels
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_2x4c8__xop_ld64);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_2x4c8__xop_ld64);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x4c8__xop_ld64);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x4c8__xop_ld64);
xnn_params.qs8.gemm.mr = 2;
xnn_params.qs8.gemm.nr = 4;
xnn_params.qs8.gemm.log2_kr = 3;
} else if (cpuinfo_has_x86_avx2()) {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_3x8c8__avx2);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_3x8c8__avx2);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x8c8__avx2);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x8c8__avx2);
xnn_params.qs8.gemm.mr = 3;
xnn_params.qs8.gemm.nr = 8;
xnn_params.qs8.gemm.log2_kr = 3;
} else if (cpuinfo_has_x86_sse4_1()) {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_3x4c8__sse41_ld64);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_3x4c8__sse41_ld64);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x4c8__sse41_ld64);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x4c8__sse41_ld64);
xnn_params.qs8.gemm.mr = 3;
xnn_params.qs8.gemm.nr = 4;
xnn_params.qs8.gemm.log2_kr = 3;
} else if (cpuinfo_has_x86_ssse3()) {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_3x4c8__ssse3_ld64);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_3x4c8__ssse3_ld64);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x4c8__ssse3_ld64);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x4c8__ssse3_ld64);
xnn_params.qs8.gemm.mr = 3;
xnn_params.qs8.gemm.nr = 4;
xnn_params.qs8.gemm.log2_kr = 3;
} else {
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_3x4c8__sse2_ld64);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_3x4c8__sse2_ld64);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x4c8__sse2_ld64);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x4c8__sse2_ld64);
xnn_params.qs8.gemm.mr = 3;
xnn_params.qs8.gemm.nr = 4;
xnn_params.qs8.gemm.log2_kr = 3;
}
if (cpuinfo_has_x86_avx512f() && cpuinfo_has_x86_avx512bw() && cpuinfo_has_x86_avx512dq() && cpuinfo_has_x86_avx512vl()) {
xnn_params.qs8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qs8_dwconv_minmax_ukernel_up32x9__avx512skx_mul32;
xnn_params.qs8.dwconv[0].channel_tile = 32;
} else if (cpuinfo_has_x86_avx2()) {
xnn_params.qs8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qs8_dwconv_minmax_ukernel_up16x9__avx2_mul32;
xnn_params.qs8.dwconv[0].channel_tile = 16;
} else if (cpuinfo_has_x86_sse4_1()) {
xnn_params.qs8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qs8_dwconv_minmax_ukernel_up8x9__sse41_mul16;
xnn_params.qs8.dwconv[0].channel_tile = 8;
} else if (cpuinfo_has_x86_ssse3()) {
xnn_params.qs8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qs8_dwconv_minmax_ukernel_up8x9__ssse3_mul16;
xnn_params.qs8.dwconv[0].channel_tile = 8;
} else if (cpuinfo_has_x86_sse2()) {
xnn_params.qs8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qs8_dwconv_minmax_ukernel_up8x9__sse2_mul16;
xnn_params.qs8.dwconv[0].channel_tile = 8;
}
xnn_params.qs8.dwconv[0].primary_tile = 9;
if (cpuinfo_has_x86_sse4_1()) {
xnn_params.qs8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7x__sse41_c8_acc2,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7p7x__sse41_c8_acc2,
.mr = 7,
};
} else if (cpuinfo_has_x86_ssse3()) {
xnn_params.qs8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7x__ssse3_c8_acc2,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7p7x__ssse3_c8_acc2,
.mr = 7,
};
} else if (cpuinfo_has_x86_sse2()) {
xnn_params.qs8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7x__sse2_c8_acc2,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7p7x__sse2_c8_acc2,
.mr = 7,
};
}
if (cpuinfo_has_x86_xop()) {
xnn_params.qs8.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vadd_minmax_ukernel__xop_mul32_ld32_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__xop_mul32_ld32_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__xop_mul32_ld32_x8,
.element_tile = 8,
};
} else if (cpuinfo_has_x86_sse4_1()) {
xnn_params.qs8.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vadd_minmax_ukernel__sse41_mul16_ld64_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__sse41_mul16_ld64_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__sse41_mul16_ld64_x8,
.element_tile = 8,
};
} else {
xnn_params.qs8.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vadd_minmax_ukernel__sse2_mul16_ld64_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__sse2_mul16_ld64_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__sse2_mul16_ld64_x8,
.element_tile = 8,
};
}
#endif // XNN_NO_QS8_OPERATORS
/**************************** QU8 micro-kernels ****************************/
#ifndef XNN_NO_QU8_OPERATORS
init_flags |= XNN_INIT_FLAG_QU8;
xnn_params.qu8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
xnn_params.qu8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qu8_igemm_minmax_ukernel_4x4c2__sse2);
xnn_params.qu8.gemm.mr = 4;
xnn_params.qu8.gemm.nr = 4;
xnn_params.qu8.gemm.log2_kr = 1;
xnn_params.qu8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qu8_dwconv_minmax_ukernel_up8x9__sse2;
xnn_params.qu8.dwconv[0].channel_tile = 8;
xnn_params.qu8.dwconv[0].primary_tile = 9;
xnn_params.qu8.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9x__sse2_c8,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9p8x__sse2_c8,
.mr = 9,
.qr = 8,
};
xnn_params.qu8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7x__sse2_c8,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7p7x__sse2_c8,
.mr = 7,
};
xnn_params.qu8.vadd = (xnn_vadd_ukernel_function) xnn_qu8_vadd_minmax_ukernel__sse2;
#endif // XNN_NO_QU8_OPERATORS
/**************************** U8 micro-kernels ****************************/
#ifndef XNN_NO_U8_OPERATORS
init_flags |= XNN_INIT_FLAG_U8;
xnn_params.u8.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_u8_maxpool_minmax_ukernel_9p8x__sse2_c16,
.mr = 9,
.qr = 8,
};
xnn_params.u8.clamp = (xnn_univector_ukernel_function) xnn_u8_clamp_ukernel__sse2_x64;
xnn_params.u8.lut32norm = xnn_u8_lut32norm_ukernel__scalar;
xnn_params.u8.rmax = xnn_u8_rmax_ukernel__sse2;
#endif // XNN_NO_U8_OPERATORS
/**************************** X8 micro-kernels ****************************/
#ifndef XNN_NO_X8_OPERATORS
init_flags |= XNN_INIT_FLAG_X8;
xnn_params.x8.lut = xnn_x8_lut_ukernel__scalar;
xnn_params.x8.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x8_zip_x2_ukernel__sse2,
.x3 = (xnn_zipc_ukernel_function) xnn_x8_zip_x3_ukernel__sse2,
.x4 = (xnn_zipc_ukernel_function) xnn_x8_zip_x4_ukernel__sse2,
.xm = (xnn_zipv_ukernel_function) xnn_x8_zip_xm_ukernel__sse2,
};
#endif // XNN_NO_X8_OPERATORS
/**************************** F32 micro-kernels ****************************/
#ifndef XNN_NO_F32_OPERATORS
init_flags |= XNN_INIT_FLAG_F32;
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_7x16__avx512f_broadcast);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_7x16__avx512f_broadcast);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x16__avx512f_broadcast);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x16__avx512f_broadcast);
xnn_params.f32.gemm.mr = 7;
xnn_params.f32.gemm.nr = 16;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_fma3()) {
switch (cpuinfo_get_core(0)->uarch) {
case cpuinfo_uarch_zen:
case cpuinfo_uarch_dhyana:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x16s4__fma3_broadcast);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x16s4__fma3_broadcast);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x16s4__fma3_broadcast);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x16s4__fma3_broadcast);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 16;
xnn_params.f32.gemm.log2_sr = 2;
break;
default:
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_5x16__fma3_broadcast);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_5x16__fma3_broadcast);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x16__fma3_broadcast);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x16__fma3_broadcast);
xnn_params.f32.gemm.mr = 5;
xnn_params.f32.gemm.nr = 16;
break;
}
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_5x16__avx_broadcast);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_5x16__avx_broadcast);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x16__avx_broadcast);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x16__avx_broadcast);
xnn_params.f32.gemm.mr = 5;
xnn_params.f32.gemm.nr = 16;
} else {
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__sse_load1);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__sse_load1);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__sse_load1);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__sse_load1);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
}
xnn_params.f32.gemm2.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x2c4__sse);
xnn_params.f32.gemm2.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x2c4__sse);
xnn_params.f32.gemm2.mr = 4;
xnn_params.f32.gemm2.nr = 2;
xnn_params.f32.gemm2.log2_kr = 2;
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up16x4__avx512f;
xnn_params.f32.dwconv[0].channel_tile = 16;
xnn_params.f32.dwconv[0].primary_tile = 4;
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up16x9__avx512f;
xnn_params.f32.dwconv[1].channel_tile = 16;
xnn_params.f32.dwconv[1].primary_tile = 9;
xnn_params.f32.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up16x25__avx512f;
xnn_params.f32.dwconv[2].channel_tile = 16;
xnn_params.f32.dwconv[2].primary_tile = 25;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_fma3()) {
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up16x4__fma3;
xnn_params.f32.dwconv[0].channel_tile = 16;
xnn_params.f32.dwconv[0].primary_tile = 4;
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up16x9__fma3;
xnn_params.f32.dwconv[1].channel_tile = 16;
xnn_params.f32.dwconv[1].primary_tile = 9;
xnn_params.f32.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x25__fma3;
xnn_params.f32.dwconv[2].channel_tile = 8;
xnn_params.f32.dwconv[2].primary_tile = 25;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up16x4__avx;
xnn_params.f32.dwconv[0].channel_tile = 16;
xnn_params.f32.dwconv[0].primary_tile = 4;
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up16x9__avx;
xnn_params.f32.dwconv[1].channel_tile = 16;
xnn_params.f32.dwconv[1].primary_tile = 9;
xnn_params.f32.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x25__avx;
xnn_params.f32.dwconv[2].channel_tile = 8;
xnn_params.f32.dwconv[2].primary_tile = 25;
} else {
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x4__sse;
xnn_params.f32.dwconv[0].channel_tile = 8;
xnn_params.f32.dwconv[0].primary_tile = 4;
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x9__sse;
xnn_params.f32.dwconv[1].channel_tile = 8;
xnn_params.f32.dwconv[1].primary_tile = 9;
xnn_params.f32.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x25__sse;
xnn_params.f32.dwconv[2].channel_tile = 8;
xnn_params.f32.dwconv[2].primary_tile = 25;
}
xnn_params.f32.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9x__sse_c4,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9p8x__sse_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.pavgpool = (struct pavgpool_parameters) {
.up = (xnn_pavgpool_unipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9x__sse_c4,
.mp = (xnn_pavgpool_multipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9p8x__sse_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7x__sse_c4,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7p7x__sse_c4,
.mr = 7,
};
xnn_params.f32.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_f32_maxpool_minmax_ukernel_9p8x__sse_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.argmaxpool[0] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_4x__sse2_c4,
.mr = 4,
};
xnn_params.f32.argmaxpool[1] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9x__sse2_c4,
.mr = 9,
};
xnn_params.f32.argmaxpool[2] = (struct argmaxpool_parameters) {
.mp = (xnn_argmaxpool_multipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9p8x__sse2_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.ibilinear = (struct ibilinear_parameters) {
.ukernel = (xnn_ibilinear_ukernel_function) xnn_f32_ibilinear_ukernel__sse_c8,
.pixel_tile = 1,
.channel_tile = 8,
};
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.abs = (xnn_univector_ukernel_function) xnn_f32_vabs_ukernel__avx512f_x16;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.abs = (xnn_univector_ukernel_function) xnn_f32_vabs_ukernel__avx_x16;
} else {
xnn_params.f32.abs = (xnn_univector_ukernel_function) xnn_f32_vabs_ukernel__sse_x8;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.clamp = (xnn_univector_ukernel_function) xnn_f32_clamp_ukernel__avx512f_x16;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.clamp = (xnn_univector_ukernel_function) xnn_f32_clamp_ukernel__avx_x16;
} else {
xnn_params.f32.clamp = (xnn_univector_ukernel_function) xnn_f32_clamp_ukernel__sse_x8;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__avx512f_rr1_lut16_p3_perm_x64;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx2()) {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__avx2_rr1_lut4_p4_perm_x56;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__avx_rr2_lut4_p4_perm_x32;
} else {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__sse2_rr2_lut16_p3_x12;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__avx512f_x16;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_fma3()) {
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__fma3_x16;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__avx_x16;
} else {
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__sse_x8;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__avx512f_x16;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__avx_x16;
} else if (cpuinfo_has_x86_sse4_1()) {
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__sse41_x8;
} else {
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__sse_x8;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.neg = (xnn_univector_ukernel_function) xnn_f32_vneg_ukernel__avx512f_x16;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.neg = (xnn_univector_ukernel_function) xnn_f32_vneg_ukernel__avx_x16;
} else {
xnn_params.f32.neg = (xnn_univector_ukernel_function) xnn_f32_vneg_ukernel__sse_x8;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__avx512f_x16;
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__avx512f_x16;
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__avx512f_x16;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__avx512f_x16;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__avx_x16;
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__avx_x16;
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__avx_x16;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__avx_x16;
} else if (cpuinfo_has_x86_sse4_1()) {
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__sse41_x8;
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__sse41_x8;
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__sse41_x8;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__sse41_x8;
} else {
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__sse2_x8;
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__sse2_x8;
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__sse2_x8;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__sse2_x8;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__avx512f_rr2_lut32_p2_perm2_scalef_div_x64;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx2()) {
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__avx2_rr1_p5_div_x40;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__avx_rr2_p5_nr2_x40;
} else if (cpuinfo_has_x86_sse4_1()) {
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__sse41_lut64_p2_div_x8;
} else {
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__sse2_lut64_p2_div_x8;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.sqr = (xnn_univector_ukernel_function) xnn_f32_vsqr_ukernel__avx512f_x16;
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.sqr = (xnn_univector_ukernel_function) xnn_f32_vsqr_ukernel__avx_x16;
} else {
xnn_params.f32.sqr = (xnn_univector_ukernel_function) xnn_f32_vsqr_ukernel__sse_x8;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.sqrt = (xnn_univector_ukernel_function) xnn_f32_vsqrt_ukernel__avx_sqrt_x8;
} else {
xnn_params.f32.sqrt = (xnn_univector_ukernel_function) xnn_f32_vsqrt_ukernel__sse_sqrt_x4;
}
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__avx512f_2x16,
.row_tile = 2,
.channel_tile = 16,
};
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__avx_2x16,
.row_tile = 2,
.channel_tile = 16,
};
} else if (cpuinfo_has_x86_sse4_1()) {
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__sse41_2x8,
.row_tile = 2,
.channel_tile = 8,
};
} else {
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__sse2_2x8,
.row_tile = 2,
.channel_tile = 8,
};
}
xnn_params.f32.raddstoreexpminusmax = xnn_f32_raddstoreexpminusmax_ukernel__sse2_p5_x20_acc2;
xnn_params.f32.rmax = xnn_f32_rmax_ukernel__sse;
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx512f()) {
xnn_params.f32.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_minmax_ukernel__avx512f_x32,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__avx512f_x32,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__avx512f_x32,
.element_tile = 32,
};
xnn_params.f32.vdiv = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_minmax_ukernel__avx512f_x32,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_minmax_ukernel__avx512f_x32,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_minmax_ukernel__avx512f_x32,
.element_tile = 32,
};
xnn_params.f32.vmax = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmax_ukernel__avx512f_x32,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__avx512f_x32,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__avx512f_x32,
.element_tile = 32,
};
xnn_params.f32.vmin = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmin_ukernel__avx512f_x32,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__avx512f_x32,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__avx512f_x32,
.element_tile = 32,
};
xnn_params.f32.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_minmax_ukernel__avx512f_x32,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__avx512f_x32,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__avx512f_x32,
.element_tile = 32,
};
xnn_params.f32.vsub = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_minmax_ukernel__avx512f_x32,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_minmax_ukernel__avx512f_x32,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_minmax_ukernel__avx512f_x32,
.element_tile = 32,
};
xnn_params.f32.vsqrdiff = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiff_ukernel__avx512f_x32,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__avx512f_x32,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__avx512f_x32,
.element_tile = 32,
};
} else if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_avx()) {
xnn_params.f32.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_minmax_ukernel__avx_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__avx_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__avx_x16,
.element_tile = 16,
};
xnn_params.f32.vdiv = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_minmax_ukernel__avx_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_minmax_ukernel__avx_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_minmax_ukernel__avx_x16,
.element_tile = 16,
};
xnn_params.f32.vmax = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmax_ukernel__avx_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__avx_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__avx_x16,
.element_tile = 16,
};
xnn_params.f32.vmin = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmin_ukernel__avx_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__avx_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__avx_x16,
.element_tile = 16,
};
xnn_params.f32.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_minmax_ukernel__avx_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__avx_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__avx_x16,
.element_tile = 16,
};
xnn_params.f32.vsub = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_minmax_ukernel__avx_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_minmax_ukernel__avx_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_minmax_ukernel__avx_x16,
.element_tile = 16,
};
xnn_params.f32.vsqrdiff = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiff_ukernel__avx_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__avx_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__avx_x16,
.element_tile = 16,
};
} else {
xnn_params.f32.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_minmax_ukernel__sse_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__sse_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__sse_x8,
.element_tile = 8,
};
xnn_params.f32.vdiv = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_minmax_ukernel__sse_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_minmax_ukernel__sse_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_minmax_ukernel__sse_x8,
.element_tile = 8,
};
xnn_params.f32.vmax = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmax_ukernel__sse_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__sse_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__sse_x8,
.element_tile = 8,
};
xnn_params.f32.vmin = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmin_ukernel__sse_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__sse_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__sse_x8,
.element_tile = 8,
};
xnn_params.f32.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_minmax_ukernel__sse_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__sse_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__sse_x8,
.element_tile = 8,
};
xnn_params.f32.vsub = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_minmax_ukernel__sse_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_minmax_ukernel__sse_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_minmax_ukernel__sse_x8,
.element_tile = 8,
};
xnn_params.f32.vsqrdiff = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiff_ukernel__sse_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__sse_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__sse_x8,
.element_tile = 8,
};
}
xnn_params.f32.vmulcaddc = (struct vmulcaddc_parameters) {
.ukernel = (xnn_vmulcaddc_ukernel_function) xnn_f32_vmulcaddc_minmax_ukernel_c4__sse_2x,
.channel_tile = 4,
.row_tile = 2,
};
#ifndef XNN_NO_NCHW_OPERATORS
// Sparse microkernels on x86 currently target only SSE, and on processors
// with AVX ISA dense inference is expected to be faster than sparse.
if (!cpuinfo_has_x86_avx()) {
init_flags |= XNN_INIT_FLAG_CHW_OPT;
}
xnn_params.f32.spmm = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_32x1__sse,
.mr = 32,
.nr = 1,
};
xnn_params.f32.conv_hwc2chw_3x3c3s2 = (struct conv_hwc2chw_parameters) {
.ukernel_with_symm_padding =
(xnn_conv_hwc2chw_ukernel_function) xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2,
.output_channel_tile = 4,
.output_height_tile = 2,
.output_width_tile = 2,
};
if (!XNN_PLATFORM_MOBILE && cpuinfo_has_x86_ssse3()) {
xnn_params.f32.dwconv2d_chw_3x3 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_2x4_acc2,
.output_width_tile = 4,
.output_height_tile = 2,
};
} else {
xnn_params.f32.dwconv2d_chw_3x3 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_2x4_acc2,
.output_width_tile = 4,
.output_height_tile = 2,
};
}
xnn_params.f32.dwconv2d_chw_3x3s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_1x4_acc3,
.output_width_tile = 4,
.output_height_tile = 1,
};
xnn_params.f32.dwconv2d_chw_5x5 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5p2__sse_4x4,
.output_width_tile = 4,
.output_height_tile = 4,
};
xnn_params.f32.dwconv2d_chw_5x5s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__sse_2x4,
.output_width_tile = 4,
.output_height_tile = 2,
};
xnn_params.f32.gavgpool_cw = (struct gavgpool_cw_parameters) {
.ukernel = (xnn_gavgpool_cw_ukernel_function) xnn_f32_gavgpool_cw_ukernel__sse_x4,
.channel_tile = 4,
};
xnn_params.f32.ibilinear_chw = (struct ibilinear_chw_parameters) {
.ukernel = (xnn_ibilinear_chw_ukernel_function) xnn_f32_ibilinear_chw_ukernel__scalar_p4,
.channel_tile = 1,
.pixel_tile = 4,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_F32_OPERATORS
/**************************** X32 micro-kernels ****************************/
#ifndef XNN_NO_X32_OPERATORS
init_flags |= XNN_INIT_FLAG_X32;
xnn_params.x32.fill = (struct fill_parameters) {
.ukernel = (xnn_fill_ukernel_function) xnn_x32_fill_ukernel__sse,
.row_tile = 1,
};
xnn_params.x32.pad = (struct pad_parameters) {
.ukernel = (xnn_pad_ukernel_function) xnn_x32_pad_ukernel__sse,
.row_tile = 1,
};
xnn_params.x32.unpool = (xnn_unpool_ukernel_function) xnn_x32_unpool_ukernel__sse2;
xnn_params.x32.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x32_zip_x2_ukernel__sse2,
.x3 = (xnn_zipc_ukernel_function) xnn_x32_zip_x3_ukernel__sse2,
.x4 = (xnn_zipc_ukernel_function) xnn_x32_zip_x4_ukernel__sse2,
.xm = (xnn_zipv_ukernel_function) xnn_x32_zip_xm_ukernel__sse2,
};
#ifndef XNN_NO_NCHW_OPERATORS
xnn_params.x32.depthtospace2d_chw2hwc = (struct depthtospace2d_chw2hwc_parameters) {
.ukernel = (xnn_depthtospace2d_chw2hwc_ukernel_function) xnn_x32_depthtospace2d_chw2hwc_ukernel__scalar,
.channel_tile = 1,
.pixel_tile = 1,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_X32_OPERATORS
#elif XNN_ARCH_WASMSIMD
/**************************** XX micro-kernels ****************************/
#ifndef XNN_NO_XX_OPERATORS
init_flags |= XNN_INIT_FLAG_XX;
xnn_params.xx.copy = (xnn_univector_ukernel_function) xnn_xx_copy_ukernel__memcpy;
#endif
/**************************** QS8 micro-kernels ****************************/
#ifndef XNN_NO_QS8_OPERATORS
init_flags |= XNN_INIT_FLAG_QS8;
xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_3x4c8__wasmsimd_ld64);
xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_3x4c8__wasmsimd_ld64);
xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qs8_gemm_minmax_ukernel_1x4c8__wasmsimd_ld64);
xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qs8_igemm_minmax_ukernel_1x4c8__wasmsimd_ld64);
xnn_params.qs8.gemm.mr = 3;
xnn_params.qs8.gemm.nr = 4;
xnn_params.qs8.gemm.log2_kr = 3;
xnn_params.qs8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qs8_dwconv_minmax_ukernel_up8x9__wasmsimd_mul16;
xnn_params.qs8.dwconv[0].channel_tile = 8;
xnn_params.qs8.dwconv[0].primary_tile = 9;
xnn_params.qs8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7x__wasmsimd_c8_acc2,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qs8_gavgpool_minmax_ukernel_7p7x__wasmsimd_c8_acc2,
.mr = 7,
};
xnn_params.qs8.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vadd_minmax_ukernel__wasmsimd_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__wasmsimd_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_qs8_vaddc_minmax_ukernel__wasmsimd_x8,
.element_tile = 8,
};
#endif // XNN_NO_QS8_OPERATORS
/**************************** QU8 micro-kernels ****************************/
#ifndef XNN_NO_QU8_OPERATORS
init_flags |= XNN_INIT_FLAG_QU8;
xnn_params.qu8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qu8_gemm_minmax_ukernel_2x2__scalar);
xnn_params.qu8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qu8_igemm_minmax_ukernel_2x2__scalar);
xnn_params.qu8.gemm.mr = 2;
xnn_params.qu8.gemm.nr = 2;
xnn_params.qu8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qu8_dwconv_minmax_ukernel_up1x9__scalar;
xnn_params.qu8.dwconv[0].channel_tile = 1;
xnn_params.qu8.dwconv[0].primary_tile = 9;
xnn_params.qu8.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9x__scalar_c1,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.qu8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7x__scalar_c1,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7p7x__scalar_c1,
.mr = 7,
};
xnn_params.qu8.vadd = (xnn_vadd_ukernel_function) xnn_qu8_vadd_minmax_ukernel__scalar;
#endif // XNN_NO_QU8_OPERATORS
/**************************** U8 micro-kernels ****************************/
#ifndef XNN_NO_U8_OPERATORS
init_flags |= XNN_INIT_FLAG_U8;
xnn_params.u8.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_u8_maxpool_minmax_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.u8.clamp = (xnn_univector_ukernel_function) xnn_u8_clamp_ukernel__scalar_x4;
xnn_params.u8.lut32norm = xnn_u8_lut32norm_ukernel__scalar;
xnn_params.u8.rmax = xnn_u8_rmax_ukernel__scalar;
#endif // XNN_NO_U8_OPERATORS
/**************************** X8 micro-kernels ****************************/
#ifndef XNN_NO_X8_OPERATORS
init_flags |= XNN_INIT_FLAG_X8;
xnn_params.x8.lut = xnn_x8_lut_ukernel__scalar;
xnn_params.x8.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x8_zip_x2_ukernel__scalar,
.x3 = (xnn_zipc_ukernel_function) xnn_x8_zip_x3_ukernel__scalar,
.x4 = (xnn_zipc_ukernel_function) xnn_x8_zip_x4_ukernel__scalar,
.xm = (xnn_zipv_ukernel_function) xnn_x8_zip_xm_ukernel__scalar,
};
#endif // XNN_NO_X8_OPERATORS
/**************************** F32 micro-kernels ****************************/
#ifndef XNN_NO_F32_OPERATORS
init_flags |= XNN_INIT_FLAG_F32;
if (is_wasm_x86) {
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_x86_splat);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x8__wasmsimd_x86_splat);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_splat);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_x86_splat);
xnn_params.f32.gemm.relu.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_4x8__wasmsimd_splat);
xnn_params.f32.gemm.relu.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_4x8__wasmsimd_splat);
xnn_params.f32.gemm.relu.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat);
xnn_params.f32.gemm.relu.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat);
xnn_params.f32.gemm.linear.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_4x8__wasmsimd_splat);
xnn_params.f32.gemm.linear.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_4x8__wasmsimd_splat);
xnn_params.f32.gemm.linear.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_1x8__wasmsimd_splat);
xnn_params.f32.gemm.linear.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_1x8__wasmsimd_splat);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 8;
xnn_params.f32.gemm2.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x2c4__wasmsimd_x86);
xnn_params.f32.gemm2.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x2c4__wasmsimd_x86);
xnn_params.f32.gemm2.linear.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_4x2c4__wasmsimd);
xnn_params.f32.gemm2.linear.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_4x2c4__wasmsimd);
xnn_params.f32.gemm2.mr = 4;
xnn_params.f32.gemm2.nr = 2;
xnn_params.f32.gemm2.log2_kr = 2;
} else {
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_arm_splat);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_5x8__wasmsimd_arm_splat);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_splat);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_arm_splat);
xnn_params.f32.gemm.relu.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_5x8__wasmsimd_splat);
xnn_params.f32.gemm.relu.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_5x8__wasmsimd_splat);
xnn_params.f32.gemm.relu.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat);
xnn_params.f32.gemm.relu.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat);
xnn_params.f32.gemm.linear.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_5x8__wasmsimd_splat);
xnn_params.f32.gemm.linear.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_5x8__wasmsimd_splat);
xnn_params.f32.gemm.linear.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_1x8__wasmsimd_splat);
xnn_params.f32.gemm.linear.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_1x8__wasmsimd_splat);
xnn_params.f32.gemm.mr = 5;
xnn_params.f32.gemm.nr = 8;
xnn_params.f32.gemm2.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x2c4__wasmsimd_arm);
xnn_params.f32.gemm2.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x2c4__wasmsimd_arm);
xnn_params.f32.gemm2.linear.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_4x2c4__wasmsimd);
xnn_params.f32.gemm2.linear.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_4x2c4__wasmsimd);
xnn_params.f32.gemm2.mr = 4;
xnn_params.f32.gemm2.nr = 2;
xnn_params.f32.gemm2.log2_kr = 2;
}
if (is_wasm_x86) {
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x4__wasmsimd_x86;
xnn_params.f32.dwconv[0].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up8x4__wasmsimd;
xnn_params.f32.dwconv[0].channel_tile = 8;
xnn_params.f32.dwconv[0].primary_tile = 4;
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up8x9__wasmsimd_x86;
xnn_params.f32.dwconv[1].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up8x9__wasmsimd;
xnn_params.f32.dwconv[1].channel_tile = 8;
xnn_params.f32.dwconv[1].primary_tile = 9;
} else {
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up4x4__wasmsimd_arm;
xnn_params.f32.dwconv[0].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up4x4__wasmsimd;
xnn_params.f32.dwconv[0].channel_tile = 4;
xnn_params.f32.dwconv[0].primary_tile = 4;
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up4x9__wasmsimd_arm;
xnn_params.f32.dwconv[1].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up4x9__wasmsimd;
xnn_params.f32.dwconv[1].channel_tile = 4;
xnn_params.f32.dwconv[1].primary_tile = 9;
}
xnn_params.f32.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up4x25__wasmsimd_arm;
xnn_params.f32.dwconv[2].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up4x25__wasmsimd;
xnn_params.f32.dwconv[2].channel_tile = 4;
xnn_params.f32.dwconv[2].primary_tile = 25;
if (is_wasm_x86) {
xnn_params.f32.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9x__wasmsimd_x86_c4,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9p8x__wasmsimd_x86_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.pavgpool = (struct pavgpool_parameters) {
.up = (xnn_pavgpool_unipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9x__wasmsimd_x86_c4,
.mp = (xnn_pavgpool_multipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9p8x__wasmsimd_x86_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7x__wasmsimd_x86_c4,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7p7x__wasmsimd_x86_c4,
.mr = 7,
};
} else {
xnn_params.f32.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9x__wasmsimd_arm_c4,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9p8x__wasmsimd_arm_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.pavgpool = (struct pavgpool_parameters) {
.up = (xnn_pavgpool_unipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9x__wasmsimd_arm_c4,
.mp = (xnn_pavgpool_multipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9p8x__wasmsimd_arm_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7x__wasmsimd_arm_c4,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7p7x__wasmsimd_arm_c4,
.mr = 7,
};
}
if (is_wasm_x86) {
xnn_params.f32.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_f32_maxpool_minmax_ukernel_9p8x__wasmsimd_x86_c4,
.mr = 9,
.qr = 8,
};
} else {
xnn_params.f32.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_f32_maxpool_minmax_ukernel_9p8x__wasmsimd_arm_c4,
.mr = 9,
.qr = 8,
};
}
xnn_params.f32.argmaxpool[0] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_4x__wasmsimd_c4,
.mr = 4,
};
xnn_params.f32.argmaxpool[1] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9x__wasmsimd_c4,
.mr = 9,
};
xnn_params.f32.argmaxpool[2] = (struct argmaxpool_parameters) {
.mp = (xnn_argmaxpool_multipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9p8x__wasmsimd_c4,
.mr = 9,
.qr = 8,
};
xnn_params.f32.ibilinear = (struct ibilinear_parameters) {
.ukernel = (xnn_ibilinear_ukernel_function) xnn_f32_ibilinear_ukernel__wasmsimd_c8,
.pixel_tile = 1,
.channel_tile = 8,
};
xnn_params.f32.abs = (xnn_univector_ukernel_function) xnn_f32_vabs_ukernel__wasmsimd_x8;
if (is_wasm_x86) {
xnn_params.f32.clamp = (xnn_univector_ukernel_function) xnn_f32_clamp_ukernel__wasmsimd_x86_x8;
} else {
xnn_params.f32.clamp = (xnn_univector_ukernel_function) xnn_f32_clamp_ukernel__wasmsimd_arm_x8;
}
if (is_wasm_x86) {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__wasmsimd_x86_rr2_p6_x20;
} else {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__wasmsimd_arm_rr2_p6_x20;
}
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__wasmsimd_x16;
if (is_wasm_x86) {
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__wasmsimd_minmax_x8;
} else {
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__wasmsimd_bitselect_x8;
}
xnn_params.f32.neg = (xnn_univector_ukernel_function) xnn_f32_vneg_ukernel__wasmsimd_x8;
xnn_params.f32.relu = (xnn_univector_ukernel_function) xnn_f32_relu_ukernel__wasmsimd_x16;
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__wasmsimd_addsub_x8;
if (is_wasm_x86) {
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__wasmsimd_addsub_x8;
} else {
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__wasmsimd_cvt_x8;
}
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__wasmsimd_addsub_x8;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__wasmsimd_addsub_x8;
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__wasmsimd_p5_div_x16;
xnn_params.f32.sqr = (xnn_univector_ukernel_function) xnn_f32_vsqr_ukernel__wasmsimd_x8;
xnn_params.f32.sqrt = (xnn_univector_ukernel_function) xnn_f32_vsqrt_ukernel__wasmsimd_sqrt_x8;
if (is_wasm_x86) {
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__wasmsimd_minmax_2x8,
.row_tile = 2,
.channel_tile = 8,
};
} else {
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__wasmsimd_bitselect_2x8,
.row_tile = 2,
.channel_tile = 8,
};
}
xnn_params.f32.raddstoreexpminusmax = xnn_f32_raddstoreexpminusmax_ukernel__wasmsimd_p5_x16_acc2;
xnn_params.f32.rmax = xnn_f32_rmax_ukernel__wasmsimd_arm;
if (is_wasm_x86) {
xnn_params.f32.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_minmax_ukernel__wasmsimd_x86_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__wasmsimd_x86_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__wasmsimd_x86_x16,
.linear.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_ukernel__wasmsimd_x16,
.linear.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_ukernel__wasmsimd_x16,
.linear.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_ukernel__wasmsimd_x16,
.element_tile = 16,
};
xnn_params.f32.vdiv = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_minmax_ukernel__wasmsimd_x86_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_minmax_ukernel__wasmsimd_x86_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_minmax_ukernel__wasmsimd_x86_x16,
.linear.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_ukernel__wasmsimd_x16,
.linear.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_ukernel__wasmsimd_x16,
.linear.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_ukernel__wasmsimd_x16,
.element_tile = 16,
};
xnn_params.f32.vmax = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmax_ukernel__wasmsimd_x86_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__wasmsimd_x86_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__wasmsimd_x86_x16,
.element_tile = 16,
};
xnn_params.f32.vmin = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmin_ukernel__wasmsimd_x86_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__wasmsimd_x86_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__wasmsimd_x86_x16,
.element_tile = 16,
};
xnn_params.f32.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_minmax_ukernel__wasmsimd_x86_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__wasmsimd_x86_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__wasmsimd_x86_x16,
.linear.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_ukernel__wasmsimd_x16,
.linear.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_ukernel__wasmsimd_x16,
.linear.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_ukernel__wasmsimd_x16,
.element_tile = 16,
};
xnn_params.f32.vsub = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_minmax_ukernel__wasmsimd_x86_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_minmax_ukernel__wasmsimd_x86_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_minmax_ukernel__wasmsimd_x86_x16,
.linear.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_ukernel__wasmsimd_x16,
.linear.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_ukernel__wasmsimd_x16,
.linear.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_ukernel__wasmsimd_x16,
.element_tile = 16,
};
} else {
xnn_params.f32.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_minmax_ukernel__wasmsimd_arm_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__wasmsimd_arm_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__wasmsimd_arm_x16,
.linear.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_ukernel__wasmsimd_x16,
.linear.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_ukernel__wasmsimd_x16,
.linear.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_ukernel__wasmsimd_x16,
.element_tile = 16,
};
xnn_params.f32.vdiv = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_minmax_ukernel__wasmsimd_arm_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_minmax_ukernel__wasmsimd_arm_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_minmax_ukernel__wasmsimd_arm_x16,
.linear.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_ukernel__wasmsimd_x16,
.linear.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_ukernel__wasmsimd_x16,
.linear.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_ukernel__wasmsimd_x16,
.element_tile = 16,
};
xnn_params.f32.vmax = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmax_ukernel__wasmsimd_arm_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__wasmsimd_arm_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__wasmsimd_arm_x16,
.element_tile = 16,
};
xnn_params.f32.vmin = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmin_ukernel__wasmsimd_arm_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__wasmsimd_arm_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__wasmsimd_arm_x16,
.element_tile = 16,
};
xnn_params.f32.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_minmax_ukernel__wasmsimd_arm_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__wasmsimd_arm_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__wasmsimd_arm_x16,
.linear.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_ukernel__wasmsimd_x16,
.linear.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_ukernel__wasmsimd_x16,
.linear.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_ukernel__wasmsimd_x16,
.element_tile = 16,
};
xnn_params.f32.vsub = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_minmax_ukernel__wasmsimd_arm_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_minmax_ukernel__wasmsimd_arm_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_minmax_ukernel__wasmsimd_arm_x16,
.linear.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_ukernel__wasmsimd_x16,
.linear.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_ukernel__wasmsimd_x16,
.linear.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_ukernel__wasmsimd_x16,
.element_tile = 16,
};
}
xnn_params.f32.vsqrdiff = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiff_ukernel__wasmsimd_x16,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__wasmsimd_x16,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__wasmsimd_x16,
.element_tile = 16,
};
if (is_wasm_x86) {
xnn_params.f32.vmulcaddc = (struct vmulcaddc_parameters) {
.ukernel = (xnn_vmulcaddc_ukernel_function) xnn_f32_vmulcaddc_minmax_ukernel_c4__wasmsimd_x86_2x,
.channel_tile = 4,
.row_tile = 2,
};
} else {
xnn_params.f32.vmulcaddc = (struct vmulcaddc_parameters) {
.ukernel = (xnn_vmulcaddc_ukernel_function) xnn_f32_vmulcaddc_minmax_ukernel_c4__wasmsimd_arm_2x,
.channel_tile = 4,
.row_tile = 2,
};
}
#ifndef XNN_NO_NCHW_OPERATORS
init_flags |= XNN_INIT_FLAG_CHW_OPT;
if (is_wasm_x86) {
xnn_params.f32.spmm = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_x86,
.mr = 32,
.nr = 1,
};
} else {
xnn_params.f32.spmm = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_32x1__wasmsimd_arm,
.mr = 32,
.nr = 1,
};
}
xnn_params.f32.conv_hwc2chw_3x3c3s2 = (struct conv_hwc2chw_parameters) {
.ukernel_with_symm_padding =
(xnn_conv_hwc2chw_ukernel_function) xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2,
.output_channel_tile = 4,
.output_height_tile = 2,
.output_width_tile = 2,
};
if (is_wasm_x86) {
xnn_params.f32.dwconv2d_chw_3x3 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3p1__wasmsimd_x86_loadsplat_2x4,
.output_width_tile = 4,
.output_height_tile = 2,
};
xnn_params.f32.dwconv2d_chw_3x3s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__wasmsimd_x86_splat_1x4_acc2,
.output_width_tile = 4,
.output_height_tile = 1,
};
xnn_params.f32.dwconv2d_chw_5x5 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5p2__wasmsimd_x86_splat_3x4,
.output_width_tile = 4,
.output_height_tile = 3,
};
xnn_params.f32.dwconv2d_chw_5x5s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__wasmsimd_x86_splat_1x4_acc2,
.output_width_tile = 4,
.output_height_tile = 1,
};
} else {
xnn_params.f32.dwconv2d_chw_3x3 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3p1__wasmsimd_arm_loadsplat_2x4,
.output_width_tile = 4,
.output_height_tile = 2,
};
xnn_params.f32.dwconv2d_chw_3x3s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__wasmsimd_arm_splat_1x4_acc4,
.output_width_tile = 4,
.output_height_tile = 1,
};
xnn_params.f32.dwconv2d_chw_5x5 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5p2__wasmsimd_arm_splat_3x4,
.output_width_tile = 4,
.output_height_tile = 3,
};
xnn_params.f32.dwconv2d_chw_5x5s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__wasmsimd_arm_splat_1x4_acc2,
.output_width_tile = 4,
.output_height_tile = 1,
};
}
if (is_wasm_x86) {
xnn_params.f32.gavgpool_cw = (struct gavgpool_cw_parameters) {
.ukernel = (xnn_gavgpool_cw_ukernel_function) xnn_f32_gavgpool_cw_ukernel__wasmsimd_x86_x4,
.channel_tile = 4,
};
} else {
xnn_params.f32.gavgpool_cw = (struct gavgpool_cw_parameters) {
.ukernel = (xnn_gavgpool_cw_ukernel_function) xnn_f32_gavgpool_cw_ukernel__wasmsimd_arm_x4,
.channel_tile = 4,
};
}
xnn_params.f32.ibilinear_chw = (struct ibilinear_chw_parameters) {
.ukernel = (xnn_ibilinear_chw_ukernel_function) xnn_f32_ibilinear_chw_ukernel__wasmsimd_p8,
.channel_tile = 1,
.pixel_tile = 4,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_F32_OPERATORS
/**************************** X32 micro-kernels ****************************/
#ifndef XNN_NO_X32_OPERATORS
init_flags |= XNN_INIT_FLAG_X32;
xnn_params.x32.fill = (struct fill_parameters) {
.ukernel = (xnn_fill_ukernel_function) xnn_x32_fill_ukernel__wasmsimd,
.row_tile = 1,
};
xnn_params.x32.pad = (struct pad_parameters) {
.ukernel = (xnn_pad_ukernel_function) xnn_x32_pad_ukernel__wasmsimd,
.row_tile = 1,
};
xnn_params.x32.unpool = (xnn_unpool_ukernel_function) xnn_x32_unpool_ukernel__wasmsimd;
xnn_params.x32.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x32_zip_x2_ukernel__wasmsimd,
.x3 = (xnn_zipc_ukernel_function) xnn_x32_zip_x3_ukernel__wasmsimd,
.x4 = (xnn_zipc_ukernel_function) xnn_x32_zip_x4_ukernel__wasmsimd,
.xm = (xnn_zipv_ukernel_function) xnn_x32_zip_xm_ukernel__wasmsimd,
};
#ifndef XNN_NO_NCHW_OPERATORS
xnn_params.x32.depthtospace2d_chw2hwc = (struct depthtospace2d_chw2hwc_parameters) {
.ukernel = (xnn_depthtospace2d_chw2hwc_ukernel_function) xnn_x32_depthtospace2d_chw2hwc_ukernel__scalar,
.channel_tile = 1,
.pixel_tile = 1,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_X32_OPERATORS
#elif XNN_ARCH_WASM
/**************************** XX micro-kernels ****************************/
#ifndef XNN_NO_XX_OPERATORS
init_flags |= XNN_INIT_FLAG_XX;
xnn_params.xx.copy = (xnn_univector_ukernel_function) xnn_xx_copy_ukernel__memcpy;
#endif
/**************************** QU8 micro-kernels ****************************/
#ifndef XNN_NO_QU8_OPERATORS
init_flags |= XNN_INIT_FLAG_QU8;
xnn_params.qu8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_qu8_gemm_minmax_ukernel_2x2__scalar);
xnn_params.qu8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_qu8_igemm_minmax_ukernel_2x2__scalar);
xnn_params.qu8.gemm.mr = 2;
xnn_params.qu8.gemm.nr = 2;
xnn_params.qu8.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_qu8_dwconv_minmax_ukernel_up1x9__scalar;
xnn_params.qu8.dwconv[0].channel_tile = 1;
xnn_params.qu8.dwconv[0].primary_tile = 9;
xnn_params.qu8.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9x__scalar_c1,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_qu8_avgpool_minmax_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.qu8.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7x__scalar_c1,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_qu8_gavgpool_minmax_ukernel_7p7x__scalar_c1,
.mr = 7,
};
xnn_params.qu8.vadd = (xnn_vadd_ukernel_function) xnn_qu8_vadd_minmax_ukernel__scalar;
#endif // XNN_NO_QU8_OPERATORS
/**************************** U8 micro-kernels ****************************/
#ifndef XNN_NO_U8_OPERATORS
init_flags |= XNN_INIT_FLAG_U8;
xnn_params.u8.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_u8_maxpool_minmax_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.u8.clamp = (xnn_univector_ukernel_function) xnn_u8_clamp_ukernel__scalar_x4;
xnn_params.u8.lut32norm = xnn_u8_lut32norm_ukernel__scalar;
xnn_params.u8.rmax = xnn_u8_rmax_ukernel__scalar;
#endif // XNN_NO_U8_OPERATORS
/**************************** X8 micro-kernels ****************************/
#ifndef XNN_NO_X8_OPERATORS
init_flags |= XNN_INIT_FLAG_X8;
xnn_params.x8.lut = xnn_x8_lut_ukernel__scalar;
xnn_params.x8.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x8_zip_x2_ukernel__scalar,
.x3 = (xnn_zipc_ukernel_function) xnn_x8_zip_x3_ukernel__scalar,
.x4 = (xnn_zipc_ukernel_function) xnn_x8_zip_x4_ukernel__scalar,
.xm = (xnn_zipv_ukernel_function) xnn_x8_zip_xm_ukernel__scalar,
};
#endif // XNN_NO_X8_OPERATORS
/**************************** F32 micro-kernels ****************************/
#ifndef XNN_NO_F32_OPERATORS
init_flags |= XNN_INIT_FLAG_F32;
if (is_wasm_x86) {
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_2x4__scalar);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_2x4__scalar);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x4__wasm);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x4__wasm);
xnn_params.f32.gemm.relu.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_2x4__scalar);
xnn_params.f32.gemm.relu.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_2x4__scalar);
xnn_params.f32.gemm.relu.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_1x4__wasm);
xnn_params.f32.gemm.relu.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_1x4__wasm);
xnn_params.f32.gemm.linear.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_2x4__scalar);
xnn_params.f32.gemm.linear.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_2x4__scalar);
xnn_params.f32.gemm.linear.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_1x4__wasm);
xnn_params.f32.gemm.linear.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_1x4__wasm);
xnn_params.f32.gemm.mr = 2;
xnn_params.f32.gemm.nr = 4;
} else {
xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x4__wasm);
xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x4__wasm);
xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_1x4__wasm);
xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_1x4__wasm);
xnn_params.f32.gemm.relu.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_4x4__wasm);
xnn_params.f32.gemm.relu.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_4x4__wasm);
xnn_params.f32.gemm.relu.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_relu_ukernel_1x4__wasm);
xnn_params.f32.gemm.relu.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_relu_ukernel_1x4__wasm);
xnn_params.f32.gemm.linear.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_4x4__wasm);
xnn_params.f32.gemm.linear.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_4x4__wasm);
xnn_params.f32.gemm.linear.gemm1 = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_1x4__wasm);
xnn_params.f32.gemm.linear.igemm1 = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_1x4__wasm);
xnn_params.f32.gemm.mr = 4;
xnn_params.f32.gemm.nr = 4;
}
xnn_params.f32.gemm2.minmax.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_minmax_ukernel_4x2__wasm);
xnn_params.f32.gemm2.minmax.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_minmax_ukernel_4x2__wasm),
xnn_params.f32.gemm2.linear.gemm = xnn_init_hmp_gemm_ukernel((xnn_gemm_ukernel_function) xnn_f32_gemm_ukernel_4x2__wasm);
xnn_params.f32.gemm2.linear.igemm = xnn_init_hmp_igemm_ukernel((xnn_igemm_ukernel_function) xnn_f32_igemm_ukernel_4x2__wasm),
xnn_params.f32.gemm2.mr = 4;
xnn_params.f32.gemm2.nr = 2;
xnn_params.f32.dwconv[0].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up1x4__wasm_acc2;
xnn_params.f32.dwconv[0].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up1x4__wasm_acc2;
xnn_params.f32.dwconv[0].channel_tile = 1;
xnn_params.f32.dwconv[0].primary_tile = 4;
xnn_params.f32.dwconv[1].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up1x9__wasm_acc2;
xnn_params.f32.dwconv[1].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up1x9__wasm_acc2;
xnn_params.f32.dwconv[1].channel_tile = 1;
xnn_params.f32.dwconv[1].primary_tile = 9;
xnn_params.f32.dwconv[2].minmax.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_minmax_ukernel_up1x25__wasm_acc2;
xnn_params.f32.dwconv[2].linear.unipass = (xnn_dwconv_unipass_ukernel_function) xnn_f32_dwconv_ukernel_up1x25__wasm_acc2;
xnn_params.f32.dwconv[2].channel_tile = 1;
xnn_params.f32.dwconv[2].primary_tile = 25;
xnn_params.f32.avgpool = (struct avgpool_parameters) {
.up = (xnn_avgpool_unipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9x__wasm_c1,
.mp = (xnn_avgpool_multipass_ukernel_function) xnn_f32_avgpool_minmax_ukernel_9p8x__wasm_c1,
.mr = 9,
.qr = 8,
};
xnn_params.f32.pavgpool = (struct pavgpool_parameters) {
.up = (xnn_pavgpool_unipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9x__wasm_c1,
.mp = (xnn_pavgpool_multipass_ukernel_function) xnn_f32_pavgpool_minmax_ukernel_9p8x__wasm_c1,
.mr = 9,
.qr = 8,
};
xnn_params.f32.gavgpool = (struct gavgpool_parameters) {
.up = (xnn_gavgpool_unipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7x__wasm_c1,
.mp = (xnn_gavgpool_multipass_ukernel_function) xnn_f32_gavgpool_minmax_ukernel_7p7x__wasm_c1,
.mr = 7,
};
xnn_params.f32.maxpool = (struct maxpool_parameters) {
.ukernel = (xnn_maxpool_ukernel_function) xnn_f32_maxpool_minmax_ukernel_9p8x__wasm_c1,
.mr = 9,
.qr = 8,
};
xnn_params.f32.argmaxpool[0] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_4x__scalar_c1,
.mr = 4,
};
xnn_params.f32.argmaxpool[1] = (struct argmaxpool_parameters) {
.up = (xnn_argmaxpool_unipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9x__scalar_c1,
.mr = 9,
};
xnn_params.f32.argmaxpool[2] = (struct argmaxpool_parameters) {
.mp = (xnn_argmaxpool_multipass_ukernel_function) xnn_f32_argmaxpool_ukernel_9p8x__scalar_c1,
.mr = 9,
.qr = 8,
};
xnn_params.f32.ibilinear = (struct ibilinear_parameters) {
.ukernel = (xnn_ibilinear_ukernel_function) xnn_f32_ibilinear_ukernel__scalar_c2,
.pixel_tile = 1,
.channel_tile = 2,
};
xnn_params.f32.abs = (xnn_univector_ukernel_function) xnn_f32_vabs_ukernel__scalar_x4;
xnn_params.f32.clamp = (xnn_univector_ukernel_function) xnn_f32_clamp_ukernel__wasm_x4;
if (is_wasm_x86) {
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__scalar_x4;
} else {
xnn_params.f32.hswish = (xnn_univector_ukernel_function) xnn_f32_hswish_ukernel__wasm_x4;
}
if (is_wasm_x86) {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__scalar_rr2_lut16_p3_x2;
} else {
xnn_params.f32.elu = (xnn_univector_ukernel_function) xnn_f32_velu_ukernel__wasm_rr2_p6_x6;
}
xnn_params.f32.lrelu = (xnn_univector_ukernel_function) xnn_f32_vlrelu_ukernel__scalar_x4;
xnn_params.f32.neg = (xnn_univector_ukernel_function) xnn_f32_vneg_ukernel__scalar_x4;
if (is_wasm_x86) {
xnn_params.f32.relu = (xnn_univector_ukernel_function) xnn_f32_relu_ukernel__scalar_x8;
} else {
xnn_params.f32.relu = (xnn_univector_ukernel_function) xnn_f32_relu_ukernel__wasm_x8;
}
xnn_params.f32.rndne = (xnn_univector_ukernel_function) xnn_f32_vrndne_ukernel__scalar_libm_x4;
xnn_params.f32.rndz = (xnn_univector_ukernel_function) xnn_f32_vrndz_ukernel__scalar_libm_x4;
xnn_params.f32.rndu = (xnn_univector_ukernel_function) xnn_f32_vrndu_ukernel__scalar_libm_x4;
xnn_params.f32.rndd = (xnn_univector_ukernel_function) xnn_f32_vrndd_ukernel__scalar_libm_x4;
xnn_params.f32.sigmoid = (xnn_univector_ukernel_function) xnn_f32_sigmoid_ukernel__scalar_lut64_p2_div_x2;
xnn_params.f32.sqr = (xnn_univector_ukernel_function) xnn_f32_vsqr_ukernel__scalar_x4;
xnn_params.f32.sqrt = (xnn_univector_ukernel_function) xnn_f32_vsqrt_ukernel__scalar_sqrt_x1;
if (is_wasm_x86) {
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__scalar_2x4,
.row_tile = 2,
.channel_tile = 4,
};
} else {
xnn_params.f32.prelu = (struct prelu_parameters) {
.ukernel = (xnn_prelu_ukernel_function) xnn_f32_prelu_ukernel__wasm_2x4,
.row_tile = 2,
.channel_tile = 4,
};
}
xnn_params.f32.raddstoreexpminusmax = xnn_f32_raddstoreexpminusmax_ukernel__scalar_p5_x4_acc2;
xnn_params.f32.rmax = xnn_f32_rmax_ukernel__scalar;
xnn_params.f32.vadd = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vadd_minmax_ukernel__wasm_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__wasm_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vaddc_minmax_ukernel__wasm_x8,
.element_tile = 8,
};
xnn_params.f32.vdiv = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdiv_minmax_ukernel__wasm_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vdivc_minmax_ukernel__wasm_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrdivc_minmax_ukernel__wasm_x8,
.element_tile = 8,
};
xnn_params.f32.vmax = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmax_ukernel__wasm_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__wasm_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmaxc_ukernel__wasm_x8,
.element_tile = 8,
};
xnn_params.f32.vmin = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmin_ukernel__wasm_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__wasm_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vminc_ukernel__wasm_x8,
.element_tile = 8,
};
xnn_params.f32.vmul = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmul_minmax_ukernel__wasm_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__wasm_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vmulc_minmax_ukernel__wasm_x8,
.element_tile = 8,
};
xnn_params.f32.vsub = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsub_minmax_ukernel__wasm_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsubc_minmax_ukernel__wasm_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vrsubc_minmax_ukernel__wasm_x8,
.element_tile = 8,
};
xnn_params.f32.vsqrdiff = (struct vbinary_parameters) {
.minmax.op_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiff_ukernel__scalar_x8,
.minmax.opc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__scalar_x8,
.minmax.ropc_ukernel = (xnn_vbinary_ukernel_function) xnn_f32_vsqrdiffc_ukernel__scalar_x8,
.element_tile = 8,
};
xnn_params.f32.vmulcaddc = (struct vmulcaddc_parameters) {
.ukernel = (xnn_vmulcaddc_ukernel_function) xnn_f32_vmulcaddc_minmax_ukernel_c1__wasm_2x,
.channel_tile = 1,
.row_tile = 2,
};
#ifndef XNN_NO_NCHW_OPERATORS
init_flags |= XNN_INIT_FLAG_CHW_OPT;
xnn_params.f32.spmm = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_8x1__scalar,
.mr = 8,
.nr = 1,
};
xnn_params.f32.spmm2 = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_8x2__scalar,
.mr = 8,
.nr = 2,
};
xnn_params.f32.spmm4 = (struct spmm_parameters) {
.ukernel = (xnn_spmm_ukernel_function) xnn_f32_spmm_minmax_ukernel_8x4__scalar,
.mr = 8,
.nr = 4,
};
xnn_params.f32.conv_hwc2chw_3x3c3s2 = (struct conv_hwc2chw_parameters) {
.ukernel_with_symm_padding =
(xnn_conv_hwc2chw_ukernel_function) xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1,
.output_channel_tile = 4,
.output_height_tile = 1,
.output_width_tile = 1,
};
xnn_params.f32.dwconv2d_chw_3x3 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_2x1_acc2,
.output_width_tile = 1,
.output_height_tile = 2,
};
xnn_params.f32.dwconv2d_chw_3x3s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__scalar_1x1_acc2,
.output_width_tile = 1,
.output_height_tile = 1,
};
xnn_params.f32.dwconv2d_chw_5x5 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5p2__scalar_1x1_acc5,
.output_width_tile = 1,
.output_height_tile = 1,
};
xnn_params.f32.dwconv2d_chw_5x5s2 = (struct dwconv2d_chw_parameters) {
.ukernel = (xnn_dwconv2d_chw_ukernel_function) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__scalar_1x1_acc5,
.output_width_tile = 1,
.output_height_tile = 1,
};
xnn_params.f32.gavgpool_cw = (struct gavgpool_cw_parameters) {
.ukernel = (xnn_gavgpool_cw_ukernel_function) xnn_f32_gavgpool_cw_ukernel__scalar_x1,
.channel_tile = 1,
};
xnn_params.f32.ibilinear_chw = (struct ibilinear_chw_parameters) {
.ukernel = (xnn_ibilinear_chw_ukernel_function) xnn_f32_ibilinear_chw_ukernel__scalar_p4,
.channel_tile = 1,
.pixel_tile = 4,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_F32_OPERATORS
/**************************** X32 micro-kernels ****************************/
#ifndef XNN_NO_X32_OPERATORS
init_flags |= XNN_INIT_FLAG_X32;
xnn_params.x32.fill = (struct fill_parameters) {
.ukernel = (xnn_fill_ukernel_function) xnn_x32_fill_ukernel__scalar_float,
.row_tile = 1,
};
xnn_params.x32.pad = (struct pad_parameters) {
.ukernel = (xnn_pad_ukernel_function) xnn_x32_pad_ukernel__scalar_float,
.row_tile = 1,
};
xnn_params.x32.unpool = (xnn_unpool_ukernel_function) xnn_x32_unpool_ukernel__scalar;
xnn_params.x32.zip = (struct zip_parameters) {
.x2 = (xnn_zipc_ukernel_function) xnn_x32_zip_x2_ukernel__scalar,
.x3 = (xnn_zipc_ukernel_function) xnn_x32_zip_x3_ukernel__scalar,
.x4 = (xnn_zipc_ukernel_function) xnn_x32_zip_x4_ukernel__scalar,
.xm = (xnn_zipv_ukernel_function) xnn_x32_zip_xm_ukernel__scalar,
};
#ifndef XNN_NO_NCHW_OPERATORS
xnn_params.x32.depthtospace2d_chw2hwc = (struct depthtospace2d_chw2hwc_parameters) {
.ukernel = (xnn_depthtospace2d_chw2hwc_ukernel_function) xnn_x32_depthtospace2d_chw2hwc_ukernel__scalar,
.channel_tile = 1,
.pixel_tile = 1,
};
#endif // XNN_NO_NCHW_OPERATORS
#endif // XNN_NO_X32_OPERATORS
#else
#error "Unsupported architecture"
#endif
xnn_params.init_flags = init_flags;
}
#ifdef _WIN32
static BOOL CALLBACK init_windows(PINIT_ONCE init_once, PVOID parameter, PVOID* context) {
init();
return TRUE;
}
#endif
enum xnn_status xnn_initialize(const struct xnn_allocator* allocator) {
#ifndef __EMSCRIPTEN__
if (!cpuinfo_initialize()) {
return xnn_status_out_of_memory;
}
#endif
#ifdef _WIN32
InitOnceExecuteOnce(&init_guard, &init_windows, NULL, NULL);
#else
pthread_once(&init_guard, &init);
#endif
if ((xnn_params.init_flags & XNN_INIT_FLAG_XNNPACK) != 0) {
if (allocator != NULL) {
memcpy(&xnn_params.allocator, allocator, sizeof(struct xnn_allocator));
} else {
xnn_params.allocator.allocate = &xnn_allocate;
xnn_params.allocator.reallocate = &xnn_reallocate;
xnn_params.allocator.deallocate = &xnn_deallocate;
xnn_params.allocator.aligned_allocate = &xnn_aligned_allocate;
xnn_params.allocator.aligned_deallocate = &xnn_aligned_deallocate;
}
return xnn_status_success;
} else {
return xnn_status_unsupported_hardware;
}
}
enum xnn_status xnn_deinitialize(void) {
#ifndef __EMSCRIPTEN__
cpuinfo_deinitialize();
#endif
return xnn_status_success;
}