| // 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. |
| // |
| // Auto-generated file. Do not edit! |
| // Specification: test/f16-gemm.yaml |
| // Generator: tools/generate-gemm-test.py |
| |
| |
| #include <gtest/gtest.h> |
| |
| #include <xnnpack/common.h> |
| #include <xnnpack/isa-checks.h> |
| |
| #include <xnnpack/gemm.h> |
| #include <xnnpack/igemm.h> |
| #include <xnnpack/ppmm.h> |
| #include "gemm-microkernel-tester.h" |
| |
| |
| #if XNN_ARCH_ARM64 |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_eq_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(4) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, strided_cn) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(4) |
| .cn_stride(11) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_eq_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(4) |
| .a_stride(7) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_eq_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t m = 1; m <= 4; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(4) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_eq_4_subtile_m) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t m = 1; m <= 4; m++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(8) |
| .k(4) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_eq_4_subtile_n) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(n) |
| .k(4) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_lt_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k < 4; k++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_lt_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k < 4; k++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(k) |
| .a_stride(7) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_lt_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k < 4; k++) { |
| for (uint32_t m = 1; m <= 4; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_gt_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 5; k < 8; k++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_gt_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 5; k < 8; k++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(k) |
| .a_stride(11) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_gt_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 5; k < 8; k++) { |
| for (uint32_t m = 1; m <= 4; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_div_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 8; k <= 40; k += 4) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_div_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 8; k <= 40; k += 4) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(k) |
| .a_stride(43) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, k_div_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 8; k <= 40; k += 4) { |
| for (uint32_t m = 1; m <= 4; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, n_gt_8) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, n_gt_8_strided_cn) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(k) |
| .cn_stride(11) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, n_gt_8_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(n) |
| .k(k) |
| .a_stride(23) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, n_gt_8_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| for (uint32_t m = 1; m <= 4; m++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, n_div_8) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, n_div_8_strided_cn) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(n) |
| .k(k) |
| .cn_stride(11) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, n_div_8_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(n) |
| .k(k) |
| .a_stride(23) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, n_div_8_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| for (uint32_t m = 1; m <= 4; m++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, strided_cm_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k <= 20; k += 5) { |
| for (uint32_t m = 1; m <= 4; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .cm_stride(11) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, qmin) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(4) |
| .qmin(128) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, qmax) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(4) |
| .qmax(128) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_4X8__NEONFP16ARITH_LD64, strided_cm) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(4) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(4) |
| .n(8) |
| .k(4) |
| .cm_stride(11) |
| .Test(xnn_f16_gemm_ukernel_4x8__neonfp16arith_ld64); |
| } |
| #endif // XNN_ARCH_ARM64 |
| |
| |
| #if XNN_ARCH_ARM64 |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_eq_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(4) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, strided_cn) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(4) |
| .cn_stride(11) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_eq_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(4) |
| .a_stride(7) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_eq_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t m = 1; m <= 6; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(4) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_eq_4_subtile_m) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t m = 1; m <= 6; m++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(8) |
| .k(4) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_eq_4_subtile_n) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(n) |
| .k(4) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_lt_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k < 4; k++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_lt_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k < 4; k++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(k) |
| .a_stride(7) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_lt_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k < 4; k++) { |
| for (uint32_t m = 1; m <= 6; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_gt_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 5; k < 8; k++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_gt_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 5; k < 8; k++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(k) |
| .a_stride(11) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_gt_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 5; k < 8; k++) { |
| for (uint32_t m = 1; m <= 6; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_div_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 8; k <= 40; k += 4) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_div_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 8; k <= 40; k += 4) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(k) |
| .a_stride(43) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, k_div_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 8; k <= 40; k += 4) { |
| for (uint32_t m = 1; m <= 6; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, n_gt_8) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, n_gt_8_strided_cn) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(k) |
| .cn_stride(11) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, n_gt_8_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(n) |
| .k(k) |
| .a_stride(23) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, n_gt_8_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| for (uint32_t m = 1; m <= 6; m++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, n_div_8) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, n_div_8_strided_cn) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(n) |
| .k(k) |
| .cn_stride(11) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, n_div_8_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(n) |
| .k(k) |
| .a_stride(23) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, n_div_8_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| for (uint32_t m = 1; m <= 6; m++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, strided_cm_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k <= 20; k += 5) { |
| for (uint32_t m = 1; m <= 6; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .cm_stride(11) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, qmin) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(4) |
| .qmin(128) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, qmax) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(4) |
| .qmax(128) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_6X8__NEONFP16ARITH_LD64, strided_cm) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(6) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(6) |
| .n(8) |
| .k(4) |
| .cm_stride(11) |
| .Test(xnn_f16_gemm_ukernel_6x8__neonfp16arith_ld64); |
| } |
| #endif // XNN_ARCH_ARM64 |
| |
| |
| #if XNN_ARCH_ARM64 |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_eq_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(4) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, strided_cn) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(4) |
| .cn_stride(11) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_eq_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(4) |
| .a_stride(7) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_eq_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t m = 1; m <= 8; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(4) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_eq_4_subtile_m) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t m = 1; m <= 8; m++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(8) |
| .k(4) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_eq_4_subtile_n) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(n) |
| .k(4) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_lt_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k < 4; k++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_lt_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k < 4; k++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(k) |
| .a_stride(7) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_lt_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k < 4; k++) { |
| for (uint32_t m = 1; m <= 8; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_gt_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 5; k < 8; k++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_gt_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 5; k < 8; k++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(k) |
| .a_stride(11) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_gt_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 5; k < 8; k++) { |
| for (uint32_t m = 1; m <= 8; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_div_4) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 8; k <= 40; k += 4) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_div_4_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 8; k <= 40; k += 4) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(k) |
| .a_stride(43) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, k_div_4_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 8; k <= 40; k += 4) { |
| for (uint32_t m = 1; m <= 8; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, n_gt_8) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, n_gt_8_strided_cn) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(k) |
| .cn_stride(11) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, n_gt_8_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(n) |
| .k(k) |
| .a_stride(23) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, n_gt_8_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 9; n < 16; n++) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| for (uint32_t m = 1; m <= 8; m++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, n_div_8) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(k) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, n_div_8_strided_cn) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(n) |
| .k(k) |
| .cn_stride(11) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, n_div_8_strided_a) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(n) |
| .k(k) |
| .a_stride(23) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, n_div_8_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (uint32_t n = 16; n <= 24; n += 8) { |
| for (size_t k = 1; k <= 20; k += 5) { |
| for (uint32_t m = 1; m <= 8; m++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, strided_cm_subtile) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| for (size_t k = 1; k <= 20; k += 5) { |
| for (uint32_t m = 1; m <= 8; m++) { |
| for (uint32_t n = 1; n <= 8; n++) { |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(m) |
| .n(n) |
| .k(k) |
| .cm_stride(11) |
| .iterations(1) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| } |
| } |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, qmin) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(4) |
| .qmin(128) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, qmax) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(4) |
| .qmax(128) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| |
| TEST(F16_GEMM_8X8__NEONFP16ARITH_LD64, strided_cm) { |
| TEST_REQUIRES_ARM_NEON_FP16_ARITH; |
| GemmMicrokernelTester() |
| .mr(8) |
| .nr(8) |
| .kr(1) |
| .sr(1) |
| .m(8) |
| .n(8) |
| .k(4) |
| .cm_stride(11) |
| .Test(xnn_f16_gemm_ukernel_8x8__neonfp16arith_ld64); |
| } |
| #endif // XNN_ARCH_ARM64 |
