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Diffstat (limited to 'src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp')
-rw-r--r--src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp101
1 files changed, 60 insertions, 41 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp b/src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp
index 0ddca04846..7d746789e4 100644
--- a/src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp
+++ b/src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2017-2020, 2022-2023 Arm Limited.
+ * Copyright (c) 2017-2020, 2022-2024 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -46,6 +46,7 @@
#ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS
#include "kernels/sve_ffhybrid_bf16fp32_mmla_6x4VL.hpp"
+#include "kernels/sve_ffinterleaved_bf16fp32_dot_8x3VL.hpp"
#include "kernels/sve_ffinterleaved_bf16fp32_mmla_8x3VL.hpp"
#endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS
@@ -67,10 +68,10 @@
namespace arm_gemm {
-static const GemmImplementation<bfloat16, float> gemm_bf16_methods[] =
+static const GemmImplementation<bfloat16, bfloat16, float> gemm_bf16_methods[] =
{
-#ifdef __aarch64__
#ifdef ARM_COMPUTE_ENABLE_BF16
+#ifdef __aarch64__
#ifdef ARM_COMPUTE_ENABLE_SVE
#ifdef ARM_COMPUTE_ENABLE_SME2
// SME kernels
@@ -106,36 +107,36 @@ static const GemmImplementation<bfloat16, float> gemm_bf16_methods[] =
},
#endif // ARM_COMPUTE_ENABLE_SME2
// gemm_bf16_interleaved
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"sve_interleaved_bf16fp32_mmla_8x3VL",
[](const GemmArgs &args) { return args._ci->has_svebf16() && (args._Ksize>4); },
- [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_bf16fp32_mmla_8x3VL, bfloat16, float>::estimate_cycles<bfloat16>(args); },
- [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_bf16fp32_mmla_8x3VL, bfloat16, float>(args); }
+ [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_bf16fp32_mmla_8x3VL, bfloat16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_bf16fp32_mmla_8x3VL, bfloat16, bfloat16, float>(args); }
),
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_HYBRID,
"sve_hybrid_bf16fp32_mmla_6x4VL",
[](const GemmArgs &args) { return args._ci->has_svebf16(); },
- [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_bf16fp32_mmla_6x4VL, bfloat16, float>::estimate_cycles<bfloat16>(args); },
- [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_bf16fp32_mmla_6x4VL, bfloat16, float>(args); }
+ [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_bf16fp32_mmla_6x4VL, bfloat16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_bf16fp32_mmla_6x4VL, bfloat16, bfloat16, float>(args); }
),
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_HYBRID,
"sve_hybrid_bf16fp32_dot_6x4VL",
[](const GemmArgs &args) { return args._ci->has_svebf16(); },
- [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_bf16fp32_dot_6x4VL, bfloat16, float>::estimate_cycles<bfloat16>(args); },
- [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_bf16fp32_dot_6x4VL, bfloat16, float>(args); }
+ [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_bf16fp32_dot_6x4VL, bfloat16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_bf16fp32_dot_6x4VL, bfloat16, bfloat16, float>(args); }
),
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"sve_interleaved_bf16fp32_dot_8x3VL",
[](const GemmArgs &args) { return args._ci->has_svebf16() && (args._Ksize>2); },
- [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_bf16fp32_dot_8x3VL, bfloat16, float>::estimate_cycles<bfloat16>(args); },
- [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_bf16fp32_dot_8x3VL, bfloat16, float>(args); }
+ [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_bf16fp32_dot_8x3VL, bfloat16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_bf16fp32_dot_8x3VL, bfloat16, bfloat16, float>(args); }
),
#ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"sve_ffinterleaved_bf16fp32_mmla_8x3VL",
KernelWeightFormat::VL2VL_BL64,
@@ -143,7 +144,15 @@ GemmImplementation<bfloat16, float>::with_estimate(
[](const GemmArgs &args) { return GemmInterleavedFixedFormat<cls_sve_ffinterleaved_bf16fp32_mmla_8x3VL, bfloat16, float>::estimate_cycles<bfloat16>(args); },
[](const GemmArgs &args) { return new GemmInterleavedFixedFormat<cls_sve_ffinterleaved_bf16fp32_mmla_8x3VL, bfloat16, float>(args); }
),
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
+ GemmMethod::GEMM_INTERLEAVED,
+ "sve_ffinterleaved_bf16fp32_dot_8x3VL",
+ KernelWeightFormat::VL1VL_BL32,
+ [](const GemmArgs &args) { return args._ci->has_svebf16(); },
+ [](const GemmArgs &args) { return GemmInterleavedFixedFormat<cls_sve_ffinterleaved_bf16fp32_dot_8x3VL, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmInterleavedFixedFormat<cls_sve_ffinterleaved_bf16fp32_dot_8x3VL, bfloat16, float>(args); }
+),
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"sve_ffhybrid_bf16fp32_mmla_6x4VL",
KernelWeightFormat::VL2VL_BL64,
@@ -153,36 +162,36 @@ GemmImplementation<bfloat16, float>::with_estimate(
),
#endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS
#endif // ARM_COMPUTE_ENABLE_SVE
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_HYBRID,
"a64_hybrid_bf16fp32_mmla_6x16",
[](const GemmArgs &args) { return args._ci->has_bf16(); },
- [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_bf16fp32_mmla_6x16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
- [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_bf16fp32_mmla_6x16, bfloat16, float>(args); }
+ [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_bf16fp32_mmla_6x16, bfloat16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_bf16fp32_mmla_6x16, bfloat16, bfloat16, float>(args); }
),
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"a64_interleaved_bf16fp32_mmla_8x12",
[](const GemmArgs &args) { return args._ci->has_bf16() && (args._Ksize>4); },
- [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_bf16fp32_mmla_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); },
- [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_bf16fp32_mmla_8x12, bfloat16, float>(args); }
+ [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_bf16fp32_mmla_8x12, bfloat16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_bf16fp32_mmla_8x12, bfloat16, bfloat16, float>(args); }
),
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_HYBRID,
"a64_hybrid_bf16fp32_dot_6x16",
[](const GemmArgs &args) { return args._ci->has_bf16(); },
- [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_bf16fp32_dot_6x16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
- [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_bf16fp32_dot_6x16, bfloat16, float>(args); }
+ [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_bf16fp32_dot_6x16, bfloat16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_bf16fp32_dot_6x16, bfloat16, bfloat16, float>(args); }
),
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"a64_interleaved_bf16fp32_dot_8x12",
[](const GemmArgs &args) { return args._ci->has_bf16() && (args._Ksize>2); },
- [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_bf16fp32_dot_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); },
- [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_bf16fp32_dot_8x12, bfloat16, float>(args); }
+ [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_bf16fp32_dot_8x12, bfloat16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_bf16fp32_dot_8x12, bfloat16, bfloat16, float>(args); }
),
#ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"a64_ffinterleaved_bf16fp32_mmla_8x12",
KernelWeightFormat::VL256_BL64,
@@ -190,7 +199,7 @@ GemmImplementation<bfloat16, float>::with_estimate(
[](const GemmArgs &args) { return GemmInterleavedFixedFormat<cls_a64_ffinterleaved_bf16fp32_mmla_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); },
[](const GemmArgs &args) { return new GemmInterleavedFixedFormat<cls_a64_ffinterleaved_bf16fp32_mmla_8x12, bfloat16, float>(args); }
),
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"a64_ffhybrid_bf16fp32_mmla_6x16",
KernelWeightFormat::VL256_BL64,
@@ -198,7 +207,7 @@ GemmImplementation<bfloat16, float>::with_estimate(
[](const GemmArgs &args) { return GemmHybridIndirectFixedFormat<cls_a64_ffhybrid_bf16fp32_mmla_6x16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
[](const GemmArgs &args) { return new GemmHybridIndirectFixedFormat<cls_a64_ffhybrid_bf16fp32_mmla_6x16, bfloat16, float>(args); }
),
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"a64_ffinterleaved_bf16fp32_dot_8x12",
KernelWeightFormat::VL128_BL32,
@@ -207,15 +216,25 @@ GemmImplementation<bfloat16, float>::with_estimate(
[](const GemmArgs &args) { return new GemmInterleavedFixedFormat<cls_a64_ffinterleaved_bf16fp32_dot_8x12, bfloat16, float>(args); }
),
#endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS
-GemmImplementation<bfloat16, float>::with_estimate(
+GemmImplementation<bfloat16, bfloat16, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,
"a64_sgemm_8x12",
nullptr,
- [](const GemmArgs &args) { return GemmInterleaved<cls_a64_sgemm_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); },
- [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_sgemm_8x12, bfloat16, float>(args); }
+ [](const GemmArgs &args) { return GemmInterleaved<cls_a64_sgemm_8x12, bfloat16, bfloat16, float>::estimate_cycles<bfloat16>(args); },
+ [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_sgemm_8x12, bfloat16, bfloat16, float>(args); }
),
+#elif defined(__arm__)
+{
+ GemmMethod::GEMM_INTERLEAVED,
+ "sgemm_8x6",
+ nullptr,
+ nullptr,
+ [](const GemmArgs &args) { return new GemmInterleaved<sgemm_8x6, bfloat16, bfloat16, float>(args); }
+},
+#else
+# error "Unknown Architecture"
+#endif
#endif // ARM_COMPUTE_ENABLE_BF16
-#endif // __aarch64__
{
GemmMethod::DEFAULT,
"",
@@ -226,14 +245,14 @@ GemmImplementation<bfloat16, float>::with_estimate(
};
template<>
-const GemmImplementation<bfloat16, float> *gemm_implementation_list<bfloat16, float>() {
+const GemmImplementation<bfloat16, bfloat16, float> *gemm_implementation_list<bfloat16, bfloat16, float>() {
return gemm_bf16_methods;
}
/* Explicitly instantiate the external functions for these types. */
-template UniqueGemmCommon<bfloat16, float> gemm<bfloat16, float, Nothing>(const GemmArgs &args, const Nothing &);
-template bool has_opt_gemm<bfloat16, float, Nothing>(WeightFormat &weight_format, const GemmArgs &args, const Nothing &);
-template KernelDescription get_gemm_method<bfloat16, float, Nothing>(const GemmArgs &args, const Nothing &);
-template std::vector<KernelDescription> get_compatible_kernels<bfloat16, float, Nothing>(const GemmArgs &args, const Nothing &);
+template UniqueGemmCommon<bfloat16, bfloat16, float> gemm<bfloat16, bfloat16, float, Nothing>(const GemmArgs &args, const Nothing &);
+template bool has_opt_gemm<bfloat16, bfloat16, float, Nothing>(WeightFormat &weight_format, const GemmArgs &args, const Nothing &);
+template KernelDescription get_gemm_method<bfloat16, bfloat16, float, Nothing>(const GemmArgs &args, const Nothing &);
+template std::vector<KernelDescription> get_compatible_kernels<bfloat16, bfloat16, float, Nothing>(const GemmArgs &args, const Nothing &);
} // namespace arm_gemm