// Copyright 2023 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 #include #include "xnnpack/common.h" #include "xnnpack/config.h" #include "xnnpack/dwconv.h" #include "xnnpack/init-once.h" #include "xnnpack/microfnptr.h" #include "xnnpack/microparams-init.h" static struct xnn_dwconv2d_chw_config f16_dwconv2d_chw_config = {0}; static struct xnn_dwconv2d_chw_config f32_dwconv2d_chw_config = {0}; XNN_INIT_ONCE_GUARD(f16_dwconv2d_chw); XNN_INIT_ONCE_GUARD(f32_dwconv2d_chw); static void init_f16_dwconv2d_chw_config(void) { #if XNN_ARCH_ARM && XNN_ENABLE_ARM_FP16_VECTOR && XNN_ENABLE_ARM_FP16_SCALAR const struct xnn_hardware_config* hardware_config = xnn_init_hardware_config(); assert(hardware_config != NULL); if (hardware_config->use_arm_neon_fp16_arith) { f16_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f16_dwconv2d_chw_ukernel_3x3p1__neonfp16arith_2x8; f16_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f16 = xnn_init_f16_minmax_scalar_params; f16_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 8; f16_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f16_dwconv2d_chw_ukernel_3x3s2p1__neonfp16arith_1x8; f16_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f16 = xnn_init_f16_minmax_scalar_params; f16_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 8; f16_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f16_dwconv2d_chw_ukernel_5x5p2__neonfp16arith_1x8; f16_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f16 = xnn_init_f16_minmax_scalar_params; f16_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 8; f16_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f16_dwconv2d_chw_ukernel_5x5s2p2__neonfp16arith_1x8; f16_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f16 = xnn_init_f16_minmax_scalar_params; f16_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 8; } #elif XNN_ARCH_ARM64 && XNN_ENABLE_ARM_FP16_VECTOR const struct xnn_hardware_config* hardware_config = xnn_init_hardware_config(); assert(hardware_config != NULL); if (hardware_config->use_arm_neon_fp16_arith) { f16_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f16_dwconv2d_chw_ukernel_3x3p1__neonfp16arith_2x8; f16_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f16 = xnn_init_f16_minmax_scalar_params; f16_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 8; f16_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f16_dwconv2d_chw_ukernel_3x3s2p1__neonfp16arith_1x8; f16_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f16 = xnn_init_f16_minmax_scalar_params; f16_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 8; f16_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f16_dwconv2d_chw_ukernel_5x5p2__neonfp16arith_1x8; f16_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f16 = xnn_init_f16_minmax_scalar_params; f16_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 8; f16_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f16_dwconv2d_chw_ukernel_5x5s2p2__neonfp16arith_1x8; f16_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f16 = xnn_init_f16_minmax_scalar_params; f16_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 8; } #endif } static void init_f32_dwconv2d_chw_config(void) { #if XNN_ARCH_ARM const struct xnn_hardware_config* hardware_config = xnn_init_hardware_config(); assert(hardware_config != NULL); if (hardware_config->use_arm_neon) { f32_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_2x4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__neon_1x4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5p2__neon_1x4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__neon_1x4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 4; } else if (!XNN_PLATFORM_MOBILE) { f32_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_4x1; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 1; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__scalar_2x1_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 1; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5p2__scalar_2x1_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 1; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__scalar_2x1_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 1; } #elif XNN_ARCH_ARM64 f32_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3p1__aarch64_neonfma_3x4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__aarch64_neonfma_2x4_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5p2__aarch64_neonfma_4x4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__aarch64_neonfma_1x4_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 4; #elif XNN_ARCH_X86 || XNN_ARCH_X86_64 const struct xnn_hardware_config* hardware_config = xnn_init_hardware_config(); assert(hardware_config != NULL); if (hardware_config->use_x86_ssse3) { f32_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_2x4_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 4; } else { f32_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_2x4_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 4; } f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_1x4_acc3; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5p2__sse_4x4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__sse_2x4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 4; #elif XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD const struct xnn_hardware_config* hardware_config = xnn_init_hardware_config(); assert(hardware_config != NULL); if (hardware_config->is_x86) { f32_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3p1__wasmsimd_x86_loadsplat_2x4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__wasmsimd_x86_splat_1x4_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5p2__wasmsimd_x86_splat_3x4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__wasmsimd_x86_splat_1x4_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 4; } else { f32_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3p1__wasmsimd_arm_loadsplat_2x4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__wasmsimd_arm_splat_1x4_acc4; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5p2__wasmsimd_arm_splat_3x4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 4; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__wasmsimd_arm_splat_1x4_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 4; } #elif XNN_ARCH_WASM f32_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_2x1_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 1; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__scalar_1x1_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 1; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5p2__scalar_1x1_acc5; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 1; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__scalar_1x1_acc5; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 1; #else f32_dwconv2d_chw_config.dwconv2d_chw_3x3.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_2x1_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3.output_width_tile = 1; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__scalar_1x1_acc2; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_3x3s2.output_width_tile = 1; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5p2__scalar_1x1_acc5; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5.output_width_tile = 1; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.ukernel = (xnn_dwconv2d_chw_ukernel_fn) xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__scalar_1x1_acc5; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.init.f32 = xnn_init_f32_minmax_scalar_params; f32_dwconv2d_chw_config.dwconv2d_chw_5x5s2.output_width_tile = 1; #endif } const struct xnn_dwconv2d_chw_config* xnn_init_f16_dwconv2d_chw_config() { const struct xnn_hardware_config* hardware_config = xnn_init_hardware_config(); if (hardware_config == NULL || !xnn_is_f16_chw_compatible_config(hardware_config)) { return NULL; } XNN_INIT_ONCE(f16_dwconv2d_chw); return &f16_dwconv2d_chw_config; } const struct xnn_dwconv2d_chw_config* xnn_init_f32_dwconv2d_chw_config() { const struct xnn_hardware_config* hardware_config = xnn_init_hardware_config(); if (hardware_config == NULL || !xnn_is_chw_compatible_config(hardware_config)) { return NULL; } XNN_INIT_ONCE(f32_dwconv2d_chw); return &f32_dwconv2d_chw_config; }