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authorViet-Hoa Do <viet-hoa.do@arm.com>2022-06-01 11:47:14 +0100
committerViet-Hoa Do <viet-hoa.do@arm.com>2022-11-28 16:57:42 +0000
commit03b2971ac69a86f10a1566938d1a25afee15746c (patch)
treeaec7cfc047e1da278b4b71a706cda7b1b0faa158 /src/core/NEON/kernels/arm_gemm/gemm_fp32.cpp
parent7dc0234331f2150a6b4ac5c2b49de419870f7cf5 (diff)
downloadComputeLibrary-03b2971ac69a86f10a1566938d1a25afee15746c.tar.gz
Integrate SME2 kernels
* Add SME/SME2 detection. * Integrate SME2 implementation for: - Normal convolution - Winograd - Depthwise convolution - Pooling Resolves: COMPMID-5700 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Change-Id: I2f1ca1d05f8cfeee9309ed1c0a36096a4a6aad5c Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8692 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/NEON/kernels/arm_gemm/gemm_fp32.cpp')
-rw-r--r--src/core/NEON/kernels/arm_gemm/gemm_fp32.cpp82
1 files changed, 82 insertions, 0 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/gemm_fp32.cpp b/src/core/NEON/kernels/arm_gemm/gemm_fp32.cpp
index 0fc9e8b912..f9ffd18469 100644
--- a/src/core/NEON/kernels/arm_gemm/gemm_fp32.cpp
+++ b/src/core/NEON/kernels/arm_gemm/gemm_fp32.cpp
@@ -48,12 +48,24 @@
#include "kernels/a64_smallK_hybrid_fp32_mla_6x4.hpp"
#include "kernels/a64_smallK_hybrid_fp32_mla_8x4.hpp"
+#ifdef ARM_COMPUTE_ENABLE_SVE
#ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS
#include "kernels/sve_ffhybrid_fp32_mla_6x4VL.hpp"
#include "kernels/sve_ffhybrid_fp32bf16fp32_mmla_4x6VL.hpp"
#include "kernels/sve_ffinterleaved_fp32_mla_8x3VL.hpp"
#include "kernels/sve_ffinterleaved_bf16fp32_mmla_8x3VL.hpp"
#endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS
+#ifdef ARM_COMPUTE_ENABLE_SME2
+#include "kernels/sme2_gemv_fp32_mla_16VL.hpp"
+#include "kernels/sme2_gemv_fp32bf16fp32_dot_16VL.hpp"
+#include "kernels/sme2_interleaved_nomerge_fp32_mopa_1VLx4VL.hpp"
+#include "kernels/sme2_interleaved_nomerge_bf16fp32_mopa_1VLx4VL.hpp"
+#include "kernels/sme2_interleaved_nomerge_fp32_mopa_2VLx2VL.hpp"
+#include "kernels/sme2_interleaved_nomerge_bf16fp32_mopa_2VLx2VL.hpp"
+#include "kernels/sme2_interleaved_nomerge_fp32_mopa_4VLx1VL.hpp"
+#include "kernels/sme2_interleaved_nomerge_bf16fp32_mopa_4VLx1VL.hpp"
+#endif // ARM_COMPUTE_ENABLE_SME2
+
#include "kernels/sve_hybrid_fp32bf16fp32_mmla_4x6VL.hpp"
#include "kernels/sve_hybrid_fp32bf16fp32_mmla_6x4VL.hpp"
#include "kernels/sve_hybrid_fp32_mla_6x4VL.hpp"
@@ -62,6 +74,7 @@
#include "kernels/sve_interleaved_fp32_mla_8x3VL.hpp"
#include "kernels/sve_interleaved_fp32_mmla_8x3VL.hpp"
#include "kernels/sve_smallK_hybrid_fp32_mla_8x1VL.hpp"
+#endif // ARM_COMPUTE_ENABLE_SVE
namespace arm_gemm {
@@ -102,6 +115,75 @@ GemmImplementation<float, float>::with_estimate(
),
#endif // ARM_COMPUTE_ENABLE_BF16
#ifdef ARM_COMPUTE_ENABLE_SVE
+#ifdef ARM_COMPUTE_ENABLE_SME2
+// SME kernels
+{
+ GemmMethod::GEMM_HYBRID,
+ "sme2_gemv_fp32bf16fp32_dot_16VL",
+ [](const GemmArgs &args) { return args._fast_mode && args._ci->has_sme2() && args._Msize==1 && args._nbatches==1 && !args._indirect_input; },
+ nullptr,
+ [](const GemmArgs &args) { return new GemvPretransposed<cls_sme2_gemv_fp32bf16fp32_dot_16VL, float, float>(args); }
+},
+{
+ GemmMethod::GEMM_HYBRID,
+ "sme2_gemv_fp32_mla_16VL",
+ [](const GemmArgs &args) { return args._ci->has_sme2() && args._Msize==1 && args._nbatches==1 && !args._indirect_input; },
+ nullptr,
+ [](const GemmArgs &args) { return new GemvPretransposed<cls_sme2_gemv_fp32_mla_16VL, float, float>(args); }
+},
+#ifdef ARM_COMPUTE_ENABLE_BF16
+{
+ GemmMethod::GEMM_INTERLEAVED,
+ "sme2_interleaved_nomerge_bf16fp32_mopa_1VLx4VL",
+ [](const GemmArgs &args) { return args._fast_mode && args._ci->has_sme2(); },
+ [](const GemmArgs &args) { const auto VL = sme::get_vector_length<float>();
+ return args._Msize <= VL || (2*VL < args._Msize && args._Msize <= 3*VL); },
+ [](const GemmArgs &args) { return new GemmInterleavedNoMerge<cls_sme2_interleaved_nomerge_bf16fp32_mopa_1VLx4VL, float, float>(args); }
+},
+#endif // ARM_COMPUTE_ENABLE_BF16
+{
+ GemmMethod::GEMM_INTERLEAVED,
+ "sme2_interleaved_nomerge_fp32_mopa_1VLx4VL",
+ [](const GemmArgs &args) { return args._ci->has_sme2(); },
+ [](const GemmArgs &args) { const auto VL = sme::get_vector_length<float>();
+ return args._Msize <= VL || (2*VL < args._Msize && args._Msize <= 3*VL); },
+ [](const GemmArgs &args) { return new GemmInterleavedNoMerge<cls_sme2_interleaved_nomerge_fp32_mopa_1VLx4VL, float, float>(args); }
+},
+#ifdef ARM_COMPUTE_ENABLE_BF16
+{
+ GemmMethod::GEMM_INTERLEAVED,
+ "sme2_interleaved_nomerge_bf16fp32_mopa_4VLx1VL",
+ [](const GemmArgs &args) { return args._fast_mode && args._ci->has_sme2(); },
+ [](const GemmArgs &args) { const auto VL = sme::get_vector_length<float>();
+ return args._Nsize <= VL || (2*VL < args._Nsize && args._Nsize <= 3*VL); },
+ [](const GemmArgs &args) { return new GemmInterleavedNoMerge<cls_sme2_interleaved_nomerge_bf16fp32_mopa_4VLx1VL, float, float>(args); }
+},
+#endif // ARM_COMPUTE_ENABLE_BF16
+{
+ GemmMethod::GEMM_INTERLEAVED,
+ "sme2_interleaved_nomerge_fp32_mopa_4VLx1VL",
+ [](const GemmArgs &args) { return args._ci->has_sme2(); },
+ [](const GemmArgs &args) { const auto VL = sme::get_vector_length<float>();
+ return args._Nsize <= VL || (2*VL < args._Nsize && args._Nsize <= 3*VL); },
+ [](const GemmArgs &args) { return new GemmInterleavedNoMerge<cls_sme2_interleaved_nomerge_fp32_mopa_4VLx1VL, float, float>(args); }
+},
+#ifdef ARM_COMPUTE_ENABLE_BF16
+{
+ GemmMethod::GEMM_INTERLEAVED,
+ "sme2_interleaved_nomerge_bf16fp32_mopa_2VLx2VL",
+ [](const GemmArgs &args) { return args._fast_mode && args._ci->has_sme2(); },
+ nullptr,
+ [](const GemmArgs &args) { return new GemmInterleavedNoMerge<cls_sme2_interleaved_nomerge_bf16fp32_mopa_2VLx2VL, float, float>(args); }
+},
+#endif // ARM_COMPUTE_ENABLE_BF16
+{
+ GemmMethod::GEMM_INTERLEAVED,
+ "sme2_interleaved_nomerge_fp32_mopa_2VLx2VL",
+ [](const GemmArgs &args) { return args._ci->has_sme2(); },
+ nullptr,
+ [](const GemmArgs &args) { return new GemmInterleavedNoMerge<cls_sme2_interleaved_nomerge_fp32_mopa_2VLx2VL, float, float>(args); }
+},
+#endif // ARM_COMPUTE_ENABLE_SME2
#ifdef ARM_COMPUTE_ENABLE_BF16
GemmImplementation<float, float>::with_estimate(
GemmMethod::GEMM_INTERLEAVED,