From 229757be70e7884b1a64972c2bdf9919075401a2 Mon Sep 17 00:00:00 2001 From: Gian Marco Iodice Date: Sun, 15 Nov 2020 16:06:10 +0000 Subject: COMPMID-3975: Update CLGEMM heuristic for Mali-G52 F16 - Update the GEMM heuristic for Mali-G52 - Fix the GEMV heuristic on Mali-G76 Change-Id: I895153d02d09e73c51ecf158e2ae43f81f6d7b05 Signed-off-by: Gian Marco Iodice Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4425 Tested-by: Arm Jenkins Reviewed-by: Michele Di Giorgio Comments-Addressed: Arm Jenkins --- ...MMReshapedOnlyRHSKernelConfigurationBifrost.cpp | 85 ++++++++++++++++++++-- 1 file changed, 80 insertions(+), 5 deletions(-) (limited to 'src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp') diff --git a/src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp b/src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp index 188ba4d9c5..a2c1ed2c8e 100644 --- a/src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp +++ b/src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp @@ -65,7 +65,7 @@ std::pair CLGEMMReshapedOnlyRHSKernelConfi static std::map gemm_configs_G52 = { { DataType::F32, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G52_f32 }, - { DataType::F16, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G7x_f16 }, + { DataType::F16, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G52_f16 }, { DataType::QASYMM8, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G7x_u8 }, { DataType::QSYMM8, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G7x_u8 }, { DataType::QASYMM8_SIGNED, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G7x_u8 }, @@ -168,16 +168,25 @@ std::pair CLGEMMReshapedOnlyRHSKernelConfi GEMMRHSMatrixInfo rhs_info_img; const bool is_workload_big = ((m * n * b) / 16) >= 2048; - // Get lhs_info/rhs_info in case of OpenCL buffer + if(m == 1) { - if(n <= 204.0) + if(n >= 8192) { - return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, 16, false, true, false, true, false); + const unsigned int h0 = std::max(n / 4, 1U); + return configure_lhs_rhs_info(m, n, 1, 4, 8, 1, h0, false, true, false, true, false); } else { - return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, 32, false, true, false, true, false); + const unsigned int h0 = std::max(n / 2, 1U); + if(n <= 204) + { + return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, h0, false, true, false, true, false); + } + else + { + return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, h0, false, true, false, true, false); + } } } else @@ -306,6 +315,72 @@ std::pair CLGEMMReshapedOnlyRHSKernelConfi } } +std::pair CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G52_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b) +{ + const float r_mn = static_cast(m) / static_cast(n); + const float workload = (static_cast(m) * static_cast(n) * static_cast(b)) / 20.0f; + const float r_mk = static_cast(m) / static_cast(k); + const float r_nk = static_cast(n) / static_cast(k); + + if(m == 1) + { + if(r_mk <= 0.0026f) + { + if(r_nk <= 0.4664f) + { + return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, 32, false, true, false, true, false); + } + else + { + return configure_lhs_rhs_info(m, n, 1, 4, 16, 1, 16, false, true, false, false, true); + } + } + else + { + if(r_mk <= 0.0148f) + { + return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, 32, false, true, false, true, false); + } + else + { + return configure_lhs_rhs_info(m, n, 1, 4, 16, 1, 16, false, true, false, false, true); + } + } + } + else + { + if(workload <= 362.6000f) + { + return configure_lhs_rhs_info(m, n, 2, 2, 8, 1, 16, false, false, false, true, false); + } + else + { + if(r_mn <= 22.6067f) + { + if(workload <= 708.8000f) + { + return configure_lhs_rhs_info(m, n, 5, 4, 4, 1, 2, false, false, false, false, true); + } + else + { + return configure_lhs_rhs_info(m, n, 5, 8, 2, 1, 16, false, false, false, false, false); + } + } + else + { + if(r_nk <= 0.0917f) + { + return configure_lhs_rhs_info(m, n, 2, 2, 8, 1, 16, false, false, false, true, false); + } + else + { + return configure_lhs_rhs_info(m, n, 5, 4, 4, 1, 2, false, false, false, false, true); + } + } + } + } +} + std::pair CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G76_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b) { ARM_COMPUTE_UNUSED(k); -- cgit v1.2.1