17808 lines
		
	
	
		
			497 KiB
		
	
	
	
		
			C++
		
	
	
	
			
		
		
	
	
			17808 lines
		
	
	
		
			497 KiB
		
	
	
	
		
			C++
		
	
	
	
| // Copyright (c) Facebook, Inc. and its affiliates.
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| // All rights reserved.
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| //
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| // Copyright 2019 Google LLC
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| //
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| // This source code is licensed under the BSD-style license found in the
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| // LICENSE file in the root directory of this source tree.
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| //
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| // Auto-generated file. Do not edit!
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| //   Specification: test/qs8-gemm-minmax-rndnu.yaml
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| //   Generator: tools/generate-gemm-test.py
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| 
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| 
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| #include <gtest/gtest.h>
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| 
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| #include <xnnpack/allocator.h>
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| #include <xnnpack/common.h>
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| #include <xnnpack/isa-checks.h>
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| 
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| #include <xnnpack/gemm.h>
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| #include <xnnpack/igemm.h>
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| #include <xnnpack/ppmm.h>
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| #include "gemm-microkernel-tester.h"
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| 
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| 
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| #if XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_eq_8) {
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|     TEST_REQUIRES_ARM_NEON;
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|     GemmMicrokernelTester()
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|       .mr(4)
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|       .nr(8)
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|       .kr(1)
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|       .sr(1)
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|       .m(4)
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|       .n(8)
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|       .k(8)
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|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, strided_cn) {
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|     TEST_REQUIRES_ARM_NEON;
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|     GemmMicrokernelTester()
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|       .mr(4)
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|       .nr(8)
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|       .kr(1)
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|       .sr(1)
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|       .m(4)
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|       .n(8)
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|       .k(8)
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|       .cn_stride(11)
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|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_eq_8_strided_a) {
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|     TEST_REQUIRES_ARM_NEON;
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|     GemmMicrokernelTester()
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|       .mr(4)
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|       .nr(8)
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|       .kr(1)
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|       .sr(1)
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|       .m(4)
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|       .n(8)
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|       .k(8)
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|       .a_stride(11)
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|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_eq_8_subtile) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (uint32_t n = 1; n <= 8; n++) {
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|       for (uint32_t m = 1; m <= 4; m++) {
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|         GemmMicrokernelTester()
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|           .mr(4)
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|           .nr(8)
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|           .kr(1)
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|           .sr(1)
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|           .m(m)
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|           .n(n)
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|           .k(8)
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|           .iterations(1)
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|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|       }
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_eq_8_subtile_m) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (uint32_t m = 1; m <= 4; m++) {
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|       GemmMicrokernelTester()
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|         .mr(4)
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|         .nr(8)
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|         .kr(1)
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|         .sr(1)
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|         .m(m)
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|         .n(8)
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|         .k(8)
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|         .iterations(1)
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|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_eq_8_subtile_n) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (uint32_t n = 1; n <= 8; n++) {
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|       GemmMicrokernelTester()
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|         .mr(4)
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|         .nr(8)
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|         .kr(1)
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|         .sr(1)
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|         .m(4)
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|         .n(n)
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|         .k(8)
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|         .iterations(1)
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|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_lt_8) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (size_t k = 1; k < 8; k++) {
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|       GemmMicrokernelTester()
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|         .mr(4)
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|         .nr(8)
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|         .kr(1)
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|         .sr(1)
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|         .m(4)
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|         .n(8)
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|         .k(k)
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|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_lt_8_strided_a) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (size_t k = 1; k < 8; k++) {
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|       GemmMicrokernelTester()
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|         .mr(4)
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|         .nr(8)
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|         .kr(1)
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|         .sr(1)
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|         .m(4)
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|         .n(8)
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|         .k(k)
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|         .a_stride(11)
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|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_lt_8_subtile) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (size_t k = 1; k < 8; k++) {
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|       for (uint32_t n = 1; n <= 8; n++) {
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|         for (uint32_t m = 1; m <= 4; m++) {
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|           GemmMicrokernelTester()
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|             .mr(4)
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|             .nr(8)
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|             .kr(1)
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|             .sr(1)
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|             .m(m)
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|             .n(n)
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|             .k(k)
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|             .iterations(1)
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|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|         }
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|       }
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_gt_8) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (size_t k = 9; k < 16; k++) {
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|       GemmMicrokernelTester()
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|         .mr(4)
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|         .nr(8)
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|         .kr(1)
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|         .sr(1)
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|         .m(4)
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|         .n(8)
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|         .k(k)
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|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_gt_8_strided_a) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (size_t k = 9; k < 16; k++) {
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|       GemmMicrokernelTester()
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|         .mr(4)
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|         .nr(8)
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|         .kr(1)
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|         .sr(1)
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|         .m(4)
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|         .n(8)
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|         .k(k)
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|         .a_stride(19)
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|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_gt_8_subtile) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (size_t k = 9; k < 16; k++) {
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|       for (uint32_t n = 1; n <= 8; n++) {
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|         for (uint32_t m = 1; m <= 4; m++) {
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|           GemmMicrokernelTester()
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|             .mr(4)
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|             .nr(8)
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|             .kr(1)
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|             .sr(1)
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|             .m(m)
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|             .n(n)
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|             .k(k)
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|             .iterations(1)
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|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|         }
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|       }
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_div_8) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (size_t k = 16; k <= 80; k += 8) {
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|       GemmMicrokernelTester()
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|         .mr(4)
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|         .nr(8)
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|         .kr(1)
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|         .sr(1)
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|         .m(4)
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|         .n(8)
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|         .k(k)
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|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_div_8_strided_a) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (size_t k = 16; k <= 80; k += 8) {
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|       GemmMicrokernelTester()
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|         .mr(4)
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|         .nr(8)
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|         .kr(1)
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|         .sr(1)
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|         .m(4)
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|         .n(8)
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|         .k(k)
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|         .a_stride(83)
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|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
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|   }
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| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, k_div_8_subtile) {
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|     TEST_REQUIRES_ARM_NEON;
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|     for (size_t k = 16; k <= 80; k += 8) {
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|       for (uint32_t n = 1; n <= 8; n++) {
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|         for (uint32_t m = 1; m <= 4; m++) {
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|           GemmMicrokernelTester()
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|             .mr(4)
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|             .nr(8)
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|             .kr(1)
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|             .sr(1)
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|             .m(m)
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|             .n(n)
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|             .k(k)
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|             .iterations(1)
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|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
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|       }
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|     }
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|   }
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| 
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|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, n_gt_8) {
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|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
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|         GemmMicrokernelTester()
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|           .mr(4)
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|           .nr(8)
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|           .kr(1)
 | |
|           .sr(1)
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|           .m(4)
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|           .n(n)
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|           .k(k)
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|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
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|     }
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|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
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|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         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_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         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_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH32_NEON_MLAL_LANE_CORTEX_A7, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 4; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 4; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         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_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         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_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         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_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         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_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         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_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8__AARCH64_NEON_MLAL_LANE_PRFM_LD64, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD4R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 3; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 3; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD4R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 4; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 4; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD4R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4S2__NEON_MLAL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(2)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(2)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(2)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4S2__NEON_MLAL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(2)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 3; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 3; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 3; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 3; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(4)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(4)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(4)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(4)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 4; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 4; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C4__NEON_MULL_DUP, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEON_MLAL_DUP, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_DUP, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 3; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 3; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8C4__NEON_MULL_LD1R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MLAL_LD1R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C4__NEON_MULL_LD2R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEON_MLAL_LD2R, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_DUP, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_DUP, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 3; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 3; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(2)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(2)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(2)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_DUP, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(2)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(16)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__AARCH64_NEON_MLAL_PRFM, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 4; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 4; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C8__NEON_MULL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 2; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 2; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(2)
 | |
|         .nr(8)
 | |
|         .kr(8)
 | |
|         .sr(1)
 | |
|         .m(2)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(2)
 | |
|           .nr(8)
 | |
|           .kr(8)
 | |
|           .sr(1)
 | |
|           .m(2)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 2; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(2)
 | |
|             .nr(8)
 | |
|             .kr(8)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_2X8C8__NEON_MLAL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(2)
 | |
|       .nr(8)
 | |
|       .kr(8)
 | |
|       .sr(1)
 | |
|       .m(2)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_eq_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(16)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(16)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_eq_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(16)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .a_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_eq_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 4; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(16)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(16)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_eq_16_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 4; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(16)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_eq_16_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(16)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(n)
 | |
|         .k(16)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(16)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_lt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(16)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_lt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(16)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(16)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(16)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(37)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 17; k < 32; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(16)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(16)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(4)
 | |
|         .nr(8)
 | |
|         .kr(16)
 | |
|         .sr(1)
 | |
|         .m(4)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(163)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, k_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 32; k <= 160; k += 16) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(16)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(16)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(16)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(16)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(16)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(16)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(16)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(4)
 | |
|           .nr(8)
 | |
|           .kr(16)
 | |
|           .sr(1)
 | |
|           .m(4)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(83)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 80; k += 17) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(16)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 80; k += 17) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 4; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(4)
 | |
|             .nr(8)
 | |
|             .kr(16)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(16)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(16)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_4X8C16__NEON_MLAL, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(4)
 | |
|       .nr(8)
 | |
|       .kr(16)
 | |
|       .sr(1)
 | |
|       .m(4)
 | |
|       .n(8)
 | |
|       .k(16)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(8)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(8)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(8)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X8C4__NEONDOT, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(8)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(4)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(4)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(4)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16C4__NEONDOT, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON_DOT;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(4)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cn_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       for (uint32_t m = 1; m <= 3; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 3; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(8)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 8; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(8)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(8)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, n_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, n_gt_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, n_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, n_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 9; n < 16; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, n_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, n_div_8_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(11)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, n_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(8)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, n_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 16; n <= 24; n += 8) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 8; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(8)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(11)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X8__NEON_MLAL_LANE, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(8)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(8)
 | |
|       .k(8)
 | |
|       .cm_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 3; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 3; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(3)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(3)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(3)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(3)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 3; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(3)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_3X16__NEON_MLAL_LANE, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(3)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(3)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(6)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(6)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(6)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(6)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(6)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(6)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 6; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(6)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 6; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(6)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(6)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(6)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(6)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(6)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(6)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(6)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 6; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(6)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(6)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(6)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(6)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(6)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 6; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(6)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(6)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(6)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(6)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(6)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 6; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(6)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(6)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(6)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(6)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(6)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(6)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(6)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 6; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(6)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(6)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(6)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(6)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(6)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(6)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(6)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 6; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(6)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 6; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(6)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(6)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(6)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(6)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(6)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_6X16__NEON_MLAL_LANE, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(6)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(6)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE_PRFM, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_eq_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cn_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_eq_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .a_stride(11)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_eq_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       for (uint32_t m = 1; m <= 1; m++) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(m)
 | |
|           .n(n)
 | |
|           .k(8)
 | |
|           .iterations(1)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_eq_8_subtile_m) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t m = 1; m <= 1; m++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(m)
 | |
|         .n(16)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_eq_8_subtile_n) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 1; n <= 16; n++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(n)
 | |
|         .k(8)
 | |
|         .iterations(1)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_lt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_lt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(11)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_lt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k < 8; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_gt_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_gt_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(19)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_gt_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 9; k < 16; k++) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_div_8) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_div_8_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       GemmMicrokernelTester()
 | |
|         .mr(1)
 | |
|         .nr(16)
 | |
|         .kr(1)
 | |
|         .sr(1)
 | |
|         .m(1)
 | |
|         .n(16)
 | |
|         .k(k)
 | |
|         .a_stride(83)
 | |
|         .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, k_div_8_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 16; k <= 80; k += 8) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, n_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, n_gt_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, n_gt_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, n_gt_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 17; n < 32; n++) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, n_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, n_div_16_strided_cn) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .cn_stride(19)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, n_div_16_strided_a) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         GemmMicrokernelTester()
 | |
|           .mr(1)
 | |
|           .nr(16)
 | |
|           .kr(1)
 | |
|           .sr(1)
 | |
|           .m(1)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .a_stride(43)
 | |
|           .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, n_div_16_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (uint32_t n = 32; n <= 48; n += 16) {
 | |
|       for (size_t k = 1; k <= 40; k += 9) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, strided_cm_subtile) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     for (size_t k = 1; k <= 40; k += 9) {
 | |
|       for (uint32_t n = 1; n <= 16; n++) {
 | |
|         for (uint32_t m = 1; m <= 1; m++) {
 | |
|           GemmMicrokernelTester()
 | |
|             .mr(1)
 | |
|             .nr(16)
 | |
|             .kr(1)
 | |
|             .sr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .cm_stride(19)
 | |
|             .iterations(1)
 | |
|             .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmin(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .qmax(128)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| 
 | |
|   TEST(QS8_GEMM_MINMAX_RNDNU_1X16__NEON_MULL_ADDW_DUP, strided_cm) {
 | |
|     TEST_REQUIRES_ARM_NEON;
 | |
|     GemmMicrokernelTester()
 | |
|       .mr(1)
 | |
|       .nr(16)
 | |
|       .kr(1)
 | |
|       .sr(1)
 | |
|       .m(1)
 | |
|       .n(16)
 | |
|       .k(8)
 | |
|       .cm_stride(19)
 | |
|       .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_qs8_requantize_rndnu);
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
 |