1586 lines
		
	
	
		
			43 KiB
		
	
	
	
		
			C++
		
	
	
	
			
		
		
	
	
			1586 lines
		
	
	
		
			43 KiB
		
	
	
	
		
			C++
		
	
	
	
| // 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/f16-spmm-minmax.yaml
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| //   Generator: tools/generate-spmm-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/common.h>
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| #include <xnnpack/isa-checks.h>
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| 
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| #include <xnnpack/spmm.h>
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| #include "spmm-microkernel-tester.h"
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| 
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| 
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| #if XNN_ARCH_ARM64
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, k_eq_1) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     SpMMMicrokernelTester()
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|       .mr(8)
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|       .nr(1)
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|       .m(8)
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|       .n(1)
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|       .k(1)
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|       .sparsity(0.0f)
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|       .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, k_gt_1) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (size_t k = 2; k < 10; k++) {
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|       SpMMMicrokernelTester()
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|         .mr(8)
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|         .nr(1)
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|         .m(8)
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|         .n(1)
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|         .k(k)
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|         .sparsity(0.0f)
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|         .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, n_gt_1) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t n = 2; n < 10; n++) {
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|       for (size_t k = 1; k <= 5; k += 2) {
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|         SpMMMicrokernelTester()
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|           .mr(8)
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|           .nr(1)
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|           .m(8)
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|           .n(n)
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|           .k(k)
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|           .sparsity(0.0f)
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|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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|       }
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, m_lt_8) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t m = 1; m < 8; m++) {
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|       for (uint32_t n = 1; n < 10; n += 2) {
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|         for (size_t k = 1; k <= 5; k += 2) {
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|           SpMMMicrokernelTester()
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|             .mr(8)
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|             .nr(1)
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|             .m(m)
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|             .n(n)
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|             .k(k)
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|             .sparsity(0.0f)
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|             .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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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(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, m_div_8) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t m = 16; m <= 24; m += 8) {
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|       for (uint32_t n = 1; n < 10; n += 2) {
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|         for (size_t k = 1; k <= 5; k += 2) {
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|           SpMMMicrokernelTester()
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|             .mr(8)
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|             .nr(1)
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|             .m(m)
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|             .n(n)
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|             .k(k)
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|             .sparsity(0.0f)
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|             .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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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(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, m_gt_8) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t m = 9; m < 16; m++) {
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|       for (uint32_t n = 1; n < 10; n += 2) {
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|         for (size_t k = 1; k <= 5; k += 2) {
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|           SpMMMicrokernelTester()
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|             .mr(8)
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|             .nr(1)
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|             .m(m)
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|             .n(n)
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|             .k(k)
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|             .sparsity(0.0f)
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|             .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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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(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, output_stride) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t n = 1; n < 10; n += 2) {
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|       for (size_t k = 1; k <= 5; k += 2) {
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|         SpMMMicrokernelTester()
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|           .mr(8)
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|           .nr(1)
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|           .m(16)
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|           .n(n)
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|           .k(k)
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|           .output_stride(19)
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|           .sparsity(0.0f)
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|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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|       }
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, qmin) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t n = 1; n < 10; n += 2) {
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|       for (size_t k = 1; k <= 5; k += 2) {
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|         SpMMMicrokernelTester()
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|           .mr(8)
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|           .nr(1)
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|           .m(16)
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|           .n(n)
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|           .k(k)
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|           .sparsity(0.0f)
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|           .qmin(128)
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|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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|       }
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, qmax) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t n = 1; n < 10; n += 2) {
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|       for (size_t k = 1; k <= 5; k += 2) {
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|         SpMMMicrokernelTester()
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|           .mr(8)
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|           .nr(1)
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|           .m(16)
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|           .n(n)
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|           .k(k)
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|           .sparsity(0.0f)
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|           .qmax(128)
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|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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|       }
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, half_sparse) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t n = 1; n < 10; n += 2) {
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|       for (size_t k = 1; k <= 5; k += 2) {
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|         SpMMMicrokernelTester()
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|           .mr(8)
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|           .nr(1)
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|           .m(16)
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|           .n(n)
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|           .k(k)
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|           .sparsity(0.5f)
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|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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|       }
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH, zero_weights) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t n = 1; n < 10; n += 2) {
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|       for (size_t k = 1; k <= 5; k += 2) {
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|         SpMMMicrokernelTester()
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|           .mr(8)
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|           .nr(1)
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|           .m(16)
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|           .n(n)
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|           .k(k)
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|           .sparsity(1.0f)
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|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
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|       }
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|     }
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|   }
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| #endif  // XNN_ARCH_ARM64
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| 
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| 
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| #if XNN_ARCH_ARM64
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, k_eq_2) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     SpMMMicrokernelTester()
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|       .mr(8)
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|       .nr(1)
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|       .m(8)
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|       .n(1)
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|       .k(2)
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|       .sparsity(0.0f)
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|       .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, k_lt_2) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (size_t k = 1; k < 2; k++) {
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|       SpMMMicrokernelTester()
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|         .mr(8)
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|         .nr(1)
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|         .m(8)
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|         .n(1)
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|         .k(k)
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|         .sparsity(0.0f)
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|         .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, k_gt_2) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (size_t k = 3; k < 4; k++) {
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|       SpMMMicrokernelTester()
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|         .mr(8)
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|         .nr(1)
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|         .m(8)
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|         .n(1)
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|         .k(k)
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|         .sparsity(0.0f)
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|         .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, k_div_2) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (size_t k = 4; k <= 20; k += 2) {
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|       SpMMMicrokernelTester()
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|         .mr(8)
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|         .nr(1)
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|         .m(8)
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|         .n(1)
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|         .k(k)
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|         .sparsity(0.0f)
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|         .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, n_gt_1) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t n = 2; n < 10; n++) {
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|       for (size_t k = 1; k <= 10; k += 3) {
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|         SpMMMicrokernelTester()
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|           .mr(8)
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|           .nr(1)
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|           .m(8)
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|           .n(n)
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|           .k(k)
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|           .sparsity(0.0f)
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|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
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|       }
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, m_lt_8) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t m = 1; m < 8; m++) {
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|       for (uint32_t n = 1; n < 10; n += 2) {
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|         for (size_t k = 1; k <= 10; k += 3) {
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|           SpMMMicrokernelTester()
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|             .mr(8)
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|             .nr(1)
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|             .m(m)
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|             .n(n)
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|             .k(k)
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|             .sparsity(0.0f)
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|             .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
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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(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, m_div_8) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
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|     for (uint32_t m = 16; m <= 24; m += 8) {
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|       for (uint32_t n = 1; n < 10; n += 2) {
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|         for (size_t k = 1; k <= 10; k += 3) {
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|           SpMMMicrokernelTester()
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|             .mr(8)
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|             .nr(1)
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|             .m(m)
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|             .n(n)
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|             .k(k)
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|             .sparsity(0.0f)
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|             .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
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|       }
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|     }
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|   }
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| 
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|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, m_gt_8) {
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|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 9; m < 16; m++) {
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|       for (uint32_t n = 1; n < 10; n += 2) {
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|         for (size_t k = 1; k <= 10; k += 3) {
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|           SpMMMicrokernelTester()
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|             .mr(8)
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|             .nr(1)
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|             .m(m)
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|             .n(n)
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|             .k(k)
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|             .sparsity(0.0f)
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|             .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
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|       }
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|     }
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|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, output_stride) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(8)
 | |
|           .nr(1)
 | |
|           .m(16)
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|           .n(n)
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|           .k(k)
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|           .output_stride(19)
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|           .sparsity(0.0f)
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|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(8)
 | |
|           .nr(1)
 | |
|           .m(16)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmin(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(8)
 | |
|           .nr(1)
 | |
|           .m(16)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmax(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, half_sparse) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(8)
 | |
|           .nr(1)
 | |
|           .m(16)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.5f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_8X1__NEONFP16ARITH_X2, zero_weights) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(8)
 | |
|           .nr(1)
 | |
|           .m(16)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(1.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_8x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM64
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, k_eq_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     SpMMMicrokernelTester()
 | |
|       .mr(16)
 | |
|       .nr(1)
 | |
|       .m(16)
 | |
|       .n(1)
 | |
|       .k(1)
 | |
|       .sparsity(0.0f)
 | |
|       .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, k_gt_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 2; k < 10; k++) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(16)
 | |
|         .nr(1)
 | |
|         .m(16)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, n_gt_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 2; n < 10; n++) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(16)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, m_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 1; m < 16; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 5; k += 2) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(16)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, m_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 32; m <= 48; m += 16) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 5; k += 2) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(16)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, m_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 17; m < 32; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 5; k += 2) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(16)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, output_stride) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .output_stride(37)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmin(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmax(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, half_sparse) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.5f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH, zero_weights) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(1.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM64
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, k_eq_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     SpMMMicrokernelTester()
 | |
|       .mr(16)
 | |
|       .nr(1)
 | |
|       .m(16)
 | |
|       .n(1)
 | |
|       .k(2)
 | |
|       .sparsity(0.0f)
 | |
|       .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, k_lt_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 1; k < 2; k++) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(16)
 | |
|         .nr(1)
 | |
|         .m(16)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, k_gt_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 3; k < 4; k++) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(16)
 | |
|         .nr(1)
 | |
|         .m(16)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, k_div_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 4; k <= 20; k += 2) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(16)
 | |
|         .nr(1)
 | |
|         .m(16)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, n_gt_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 2; n < 10; n++) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(16)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, m_lt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 1; m < 16; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 10; k += 3) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(16)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, m_div_16) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 32; m <= 48; m += 16) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 10; k += 3) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(16)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, m_gt_16) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 17; m < 32; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 10; k += 3) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(16)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, output_stride) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .output_stride(37)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmin(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmax(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, half_sparse) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.5f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_16X1__NEONFP16ARITH_X2, zero_weights) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(16)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(1.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_16x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM64
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, k_eq_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     SpMMMicrokernelTester()
 | |
|       .mr(24)
 | |
|       .nr(1)
 | |
|       .m(24)
 | |
|       .n(1)
 | |
|       .k(1)
 | |
|       .sparsity(0.0f)
 | |
|       .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, k_gt_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 2; k < 10; k++) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(24)
 | |
|         .nr(1)
 | |
|         .m(24)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, n_gt_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 2; n < 10; n++) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(24)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, m_lt_24) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 1; m < 24; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 5; k += 2) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(24)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, m_div_24) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 48; m <= 72; m += 24) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 5; k += 2) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(24)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, m_gt_24) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 25; m < 48; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 5; k += 2) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(24)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, output_stride) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .output_stride(53)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmin(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmax(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, half_sparse) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.5f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH, zero_weights) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(1.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM64
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, k_eq_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     SpMMMicrokernelTester()
 | |
|       .mr(24)
 | |
|       .nr(1)
 | |
|       .m(24)
 | |
|       .n(1)
 | |
|       .k(2)
 | |
|       .sparsity(0.0f)
 | |
|       .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, k_lt_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 1; k < 2; k++) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(24)
 | |
|         .nr(1)
 | |
|         .m(24)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, k_gt_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 3; k < 4; k++) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(24)
 | |
|         .nr(1)
 | |
|         .m(24)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, k_div_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 4; k <= 20; k += 2) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(24)
 | |
|         .nr(1)
 | |
|         .m(24)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, n_gt_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 2; n < 10; n++) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(24)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, m_lt_24) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 1; m < 24; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 10; k += 3) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(24)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, m_div_24) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 48; m <= 72; m += 24) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 10; k += 3) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(24)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, m_gt_24) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 25; m < 48; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 10; k += 3) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(24)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, output_stride) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .output_stride(53)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmin(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmax(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, half_sparse) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.5f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_24X1__NEONFP16ARITH_X2, zero_weights) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(24)
 | |
|           .nr(1)
 | |
|           .m(48)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(1.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_24x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM64
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, k_eq_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     SpMMMicrokernelTester()
 | |
|       .mr(32)
 | |
|       .nr(1)
 | |
|       .m(32)
 | |
|       .n(1)
 | |
|       .k(1)
 | |
|       .sparsity(0.0f)
 | |
|       .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, k_gt_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 2; k < 10; k++) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(32)
 | |
|         .nr(1)
 | |
|         .m(32)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, n_gt_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 2; n < 10; n++) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, m_lt_32) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 1; m < 32; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 5; k += 2) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(32)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, m_div_32) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 64; m <= 96; m += 32) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 5; k += 2) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(32)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, m_gt_32) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 33; m < 64; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 5; k += 2) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(32)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, output_stride) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .output_stride(67)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmin(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmax(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, half_sparse) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.5f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH, zero_weights) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 5; k += 2) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(1.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64
 | |
| 
 | |
| 
 | |
| #if XNN_ARCH_ARM64
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, k_eq_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     SpMMMicrokernelTester()
 | |
|       .mr(32)
 | |
|       .nr(1)
 | |
|       .m(32)
 | |
|       .n(1)
 | |
|       .k(2)
 | |
|       .sparsity(0.0f)
 | |
|       .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, k_lt_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 1; k < 2; k++) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(32)
 | |
|         .nr(1)
 | |
|         .m(32)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, k_gt_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 3; k < 4; k++) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(32)
 | |
|         .nr(1)
 | |
|         .m(32)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, k_div_2) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (size_t k = 4; k <= 20; k += 2) {
 | |
|       SpMMMicrokernelTester()
 | |
|         .mr(32)
 | |
|         .nr(1)
 | |
|         .m(32)
 | |
|         .n(1)
 | |
|         .k(k)
 | |
|         .sparsity(0.0f)
 | |
|         .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, n_gt_1) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 2; n < 10; n++) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(32)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, m_lt_32) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 1; m < 32; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 10; k += 3) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(32)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, m_div_32) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 64; m <= 96; m += 32) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 10; k += 3) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(32)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, m_gt_32) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t m = 33; m < 64; m++) {
 | |
|       for (uint32_t n = 1; n < 10; n += 2) {
 | |
|         for (size_t k = 1; k <= 10; k += 3) {
 | |
|           SpMMMicrokernelTester()
 | |
|             .mr(32)
 | |
|             .nr(1)
 | |
|             .m(m)
 | |
|             .n(n)
 | |
|             .k(k)
 | |
|             .sparsity(0.0f)
 | |
|             .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|         }
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, output_stride) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .output_stride(67)
 | |
|           .sparsity(0.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, qmin) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmin(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, qmax) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.0f)
 | |
|           .qmax(128)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, half_sparse) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(0.5f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| 
 | |
|   TEST(F16_SPMM_MINMAX_32X1__NEONFP16ARITH_X2, zero_weights) {
 | |
|     TEST_REQUIRES_ARM_NEON_FP16_ARITH;
 | |
|     for (uint32_t n = 1; n < 10; n += 2) {
 | |
|       for (size_t k = 1; k <= 10; k += 3) {
 | |
|         SpMMMicrokernelTester()
 | |
|           .mr(32)
 | |
|           .nr(1)
 | |
|           .m(64)
 | |
|           .n(n)
 | |
|           .k(k)
 | |
|           .sparsity(1.0f)
 | |
|           .Test(xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_x2, xnn_init_f16_scaleminmax_neon_params);
 | |
|       }
 | |
|     }
 | |
|   }
 | |
| #endif  // XNN_ARCH_ARM64
 |