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authorGian Marco Iodice <gianmarco.iodice@arm.com>2020-11-15 16:06:10 +0000
committerGian Marco Iodice <gianmarco.iodice@arm.com>2020-11-17 10:39:32 +0000
commit229757be70e7884b1a64972c2bdf9919075401a2 (patch)
treef71d3b029d77db7328236ed28cd0541212fc2ed2 /src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp
parent6c62d7ae1e989ac04b139b45ee61a8a4650fc4fd (diff)
downloadComputeLibrary-229757be70e7884b1a64972c2bdf9919075401a2.tar.gz
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 <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4425 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp')
-rw-r--r--src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp85
1 files changed, 80 insertions, 5 deletions
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<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedOnlyRHSKernelConfi
static std::map<DataType, ConfigurationFunctionExecutorPtr> 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<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> 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<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedOnlyRHSKernelConfi
}
}
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G52_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
+{
+ const float r_mn = static_cast<float>(m) / static_cast<float>(n);
+ const float workload = (static_cast<float>(m) * static_cast<float>(n) * static_cast<float>(b)) / 20.0f;
+ const float r_mk = static_cast<float>(m) / static_cast<float>(k);
+ const float r_nk = static_cast<float>(n) / static_cast<float>(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<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G76_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
{
ARM_COMPUTE_UNUSED(k);