COMPMID-2097: Implement a heuristic to dispatch CLGEMMReshapedOnlyRHS kernel from CLGEMM
Change-Id: I4170a80647b02501aa669e2c0347ddc39888ee76
Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Reviewed-on: https://review.mlplatform.org/c/928
Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
diff --git a/src/core/CL/gemm/CLGEMMHelpers.cpp b/src/core/CL/gemm/CLGEMMHelpers.cpp
new file mode 100644
index 0000000..4597d79
--- /dev/null
+++ b/src/core/CL/gemm/CLGEMMHelpers.cpp
@@ -0,0 +1,55 @@
+/*
+ * Copyright (c) 2019 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "arm_compute/core/CL/gemm/CLGEMMHelpers.h"
+
+#include <utility>
+
+namespace arm_compute
+{
+namespace cl_gemm
+{
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> configure_lhs_rhs_info(unsigned int m, unsigned int n, unsigned int m0, unsigned int n0, unsigned int k0, unsigned int v0, unsigned int h0,
+ bool lhs_interleave, bool rhs_interleave, bool lhs_transpose, bool rhs_transpose)
+{
+ GEMMLHSMatrixInfo lhs_info;
+ GEMMRHSMatrixInfo rhs_info;
+
+ // Configure GEMMLHSMatrixInfo
+ lhs_info.m0 = m0;
+ lhs_info.k0 = k0;
+ lhs_info.v0 = ((m / (lhs_info.m0 * v0)) == 0) ? 1 : v0;
+ lhs_info.interleave = lhs_interleave;
+ lhs_info.transpose = lhs_transpose;
+
+ // Configure GEMMRHSMatrixInfo
+ rhs_info.n0 = n0;
+ rhs_info.k0 = lhs_info.k0;
+ rhs_info.h0 = ((n / (rhs_info.n0 * h0)) == 0) ? 1 : h0;
+ rhs_info.interleave = rhs_interleave;
+ rhs_info.transpose = rhs_transpose;
+
+ return std::make_pair(lhs_info, rhs_info);
+}
+} // namespace cl_gemm
+} // namespace arm_compute
\ No newline at end of file
diff --git a/src/core/CL/gemm/reshaped/CLGEMMReshapedKernelConfigurationBifrost.cpp b/src/core/CL/gemm/reshaped/CLGEMMReshapedKernelConfigurationBifrost.cpp
new file mode 100644
index 0000000..b791c1c
--- /dev/null
+++ b/src/core/CL/gemm/reshaped/CLGEMMReshapedKernelConfigurationBifrost.cpp
@@ -0,0 +1,147 @@
+/*
+ * Copyright (c) 2019 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "arm_compute/core/CL/gemm/reshaped/CLGEMMReshapedKernelConfigurationBifrost.h"
+
+#include "arm_compute/core/CL/CLHelpers.h"
+#include "arm_compute/core/CL/CLKernelLibrary.h"
+#include "arm_compute/core/CL/gemm/CLGEMMHelpers.h"
+#include "arm_compute/core/GPUTarget.h"
+
+#include <map>
+#include <utility>
+
+namespace arm_compute
+{
+namespace cl_gemm
+{
+CLGEMMReshapedKernelConfigurationBifrost::CLGEMMReshapedKernelConfigurationBifrost(GPUTarget arch)
+ : ICLGEMMKernelConfiguration(arch)
+{
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedKernelConfigurationBifrost::configure(unsigned int m, unsigned int n, unsigned int k, unsigned int b, DataType data_type)
+{
+ ARM_COMPUTE_ERROR_ON(data_type != DataType::F32 && data_type != DataType::QASYMM8);
+ ARM_COMPUTE_UNUSED(data_type);
+
+ using ConfigurationFunctionExecutorPtr = std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> (CLGEMMReshapedKernelConfigurationBifrost::*)(unsigned int m, unsigned int n, unsigned int k, unsigned int b);
+
+ // Configurations for Mali-G76
+ static std::map<DataType, ConfigurationFunctionExecutorPtr> gemm_configs_G76 =
+ {
+ { DataType::F32, &CLGEMMReshapedKernelConfigurationBifrost::configure_G76_f32 },
+ { DataType::QASYMM8, &CLGEMMReshapedKernelConfigurationBifrost::configure_G76_u8 }
+ };
+
+ // Configurations for Mali-G7x
+ static std::map<DataType, ConfigurationFunctionExecutorPtr> gemm_configs_G7x =
+ {
+ { DataType::F32, &CLGEMMReshapedKernelConfigurationBifrost::configure_G7x_f32 },
+ { DataType::QASYMM8, &CLGEMMReshapedKernelConfigurationBifrost::configure_G7x_u8 }
+ };
+
+ switch(_target)
+ {
+ case GPUTarget::G76:
+ return (this->*gemm_configs_G76[data_type])(m, n, k, b);
+ default:
+ return (this->*gemm_configs_G7x[data_type])(m, n, k, b);
+ }
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedKernelConfigurationBifrost::configure_G7x_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
+{
+ ARM_COMPUTE_UNUSED(k);
+ ARM_COMPUTE_UNUSED(b);
+
+ if(n <= 4)
+ {
+ return configure_lhs_rhs_info(m, n, 4, 2, 8, 16, 16, true, false, false, true);
+ }
+ else
+ {
+ return configure_lhs_rhs_info(m, n, 5, 4, 4, 2, 16, false, true, false, true);
+ }
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedKernelConfigurationBifrost::configure_G7x_u8(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
+{
+ ARM_COMPUTE_UNUSED(k);
+ ARM_COMPUTE_UNUSED(b);
+
+ if(dot8_supported(CLKernelLibrary::get().get_device()))
+ {
+ if(n <= 4)
+ {
+ return configure_lhs_rhs_info(m, n, 4, 2, 16, 2, 2, true, false, false, true);
+ }
+ else
+ {
+ return configure_lhs_rhs_info(m, n, 4, 4, 16, 2, 2, true, false, false, true);
+ }
+ }
+ else
+ {
+ if(n <= 4)
+ {
+ return configure_lhs_rhs_info(m, n, 4, 2, 8, 2, 2, true, false, false, true);
+ }
+ else
+ {
+ return configure_lhs_rhs_info(m, n, 6, 4, 4, 2, 2, true, true, false, true);
+ }
+ }
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedKernelConfigurationBifrost::configure_G76_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
+{
+ ARM_COMPUTE_UNUSED(k);
+ ARM_COMPUTE_UNUSED(b);
+
+ if(n <= 4)
+ {
+ return configure_lhs_rhs_info(m, n, 4, 2, 8, 16, 16, true, false, false, true);
+ }
+ else
+ {
+ return configure_lhs_rhs_info(m, n, 4, 4, 2, 8, 16, false, false, false, true);
+ }
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedKernelConfigurationBifrost::configure_G76_u8(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
+{
+ ARM_COMPUTE_UNUSED(k);
+ ARM_COMPUTE_UNUSED(b);
+
+ if(n <= 4)
+ {
+ return configure_lhs_rhs_info(m, n, 4, 2, 16, 4, 1, false, false, false, true);
+ }
+ else
+ {
+ return configure_lhs_rhs_info(m, n, 4, 4, 16, 2, 2, false, true, false, true);
+ }
+}
+} // namespace cl_gemm
+} // namespace arm_compute
\ No newline at end of file
diff --git a/src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp b/src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp
new file mode 100644
index 0000000..f696f0b
--- /dev/null
+++ b/src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.cpp
@@ -0,0 +1,171 @@
+/*
+ * Copyright (c) 2019 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "arm_compute/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfigurationBifrost.h"
+
+#include "arm_compute/core/CL/CLHelpers.h"
+#include "arm_compute/core/CL/CLKernelLibrary.h"
+#include "arm_compute/core/CL/gemm/CLGEMMHelpers.h"
+#include "arm_compute/core/GPUTarget.h"
+
+#include <map>
+#include <utility>
+
+namespace arm_compute
+{
+namespace cl_gemm
+{
+CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::CLGEMMReshapedOnlyRHSKernelConfigurationBifrost(GPUTarget arch)
+ : ICLGEMMKernelConfiguration(arch)
+{
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure(unsigned int m, unsigned int n, unsigned int k, unsigned int b, DataType data_type)
+{
+ ARM_COMPUTE_ERROR_ON(data_type != DataType::F32 && data_type != DataType::QASYMM8);
+ ARM_COMPUTE_UNUSED(data_type);
+
+ using ConfigurationFunctionExecutorPtr = std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> (CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::*)(unsigned int m, unsigned int n, unsigned int k,
+ unsigned int b);
+
+ // Configurations for Mali-G76
+ static std::map<DataType, ConfigurationFunctionExecutorPtr> gemm_configs_G76 =
+ {
+ { DataType::F32, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G76_f32 },
+ { DataType::QASYMM8, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G76_u8 }
+ };
+
+ // Configurations for Mali-G7x
+ static std::map<DataType, ConfigurationFunctionExecutorPtr> gemm_configs_G7x =
+ {
+ { DataType::F32, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G7x_f32 },
+ { DataType::QASYMM8, &CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G7x_u8 }
+ };
+
+ switch(_target)
+ {
+ case GPUTarget::G76:
+ return (this->*gemm_configs_G76[data_type])(m, n, k, b);
+ default:
+ return (this->*gemm_configs_G7x[data_type])(m, n, k, b);
+ }
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G7x_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
+{
+ ARM_COMPUTE_UNUSED(k);
+ ARM_COMPUTE_UNUSED(b);
+
+ if(m == 1)
+ {
+ if(n > 2048)
+ {
+ const unsigned int h0 = std::max(n / 4, static_cast<unsigned int>(1));
+ return configure_lhs_rhs_info(m, n, 1, 4, 4, 1, h0, false, true, false, true);
+ }
+ else
+ {
+ const unsigned int h0 = std::max(n / 2, static_cast<unsigned int>(1));
+ return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, h0, false, true, false, true);
+ }
+ }
+ else
+ {
+ return configure_lhs_rhs_info(m, n, 4, 4, 4, 1, 4, false, true, false, true);
+ }
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G76_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
+{
+ ARM_COMPUTE_UNUSED(k);
+ ARM_COMPUTE_UNUSED(b);
+
+ if(m == 1)
+ {
+ const unsigned int h0 = std::max(n / 2, static_cast<unsigned int>(1));
+ return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, h0, false, true, false, true);
+ }
+ else
+ {
+ return configure_lhs_rhs_info(m, n, 4, 4, 4, 1, 2, false, true, false, true);
+ }
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G7x_u8(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
+{
+ ARM_COMPUTE_UNUSED(k);
+ ARM_COMPUTE_UNUSED(b);
+
+ if(dot8_supported(CLKernelLibrary::get().get_device()))
+ {
+ if(m == 1)
+ {
+ const unsigned int h0 = std::max(n / 2, static_cast<unsigned int>(1));
+ return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, h0, false, true, false, true);
+ }
+ else
+ {
+ const unsigned int h0 = std::max(n / 4, static_cast<unsigned int>(1));
+ return configure_lhs_rhs_info(m, n, 4, 4, 16, 1, h0, false, true, false, true);
+ }
+ }
+ else
+ {
+ if(m == 1)
+ {
+ if(n > 2048)
+ {
+ const unsigned int h0 = std::max(n / 4, static_cast<unsigned int>(1));
+ return configure_lhs_rhs_info(m, n, 1, 4, 16, 1, h0, false, true, false, true);
+ }
+ else
+ {
+ const unsigned int h0 = std::max(n / 2, static_cast<unsigned int>(1));
+ return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, h0, false, true, false, true);
+ }
+ }
+ else
+ {
+ const unsigned int h0 = std::max(n / 4, static_cast<unsigned int>(1));
+ return configure_lhs_rhs_info(m, n, 4, 1, 16, 1, h0, false, true, false, true);
+ }
+ }
+}
+
+std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> CLGEMMReshapedOnlyRHSKernelConfigurationBifrost::configure_G76_u8(unsigned int m, unsigned int n, unsigned int k, unsigned int b)
+{
+ ARM_COMPUTE_UNUSED(k);
+ ARM_COMPUTE_UNUSED(b);
+
+ if(m == 1)
+ {
+ const unsigned int h0 = std::max(n / 2, static_cast<unsigned int>(1));
+ return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, h0, false, true, false, true);
+ }
+ else
+ {
+ return configure_lhs_rhs_info(m, n, 4, 4, 16, 1, 2, false, true, false, true);
+ }
+}
+} // namespace cl_gemm
+} // namespace arm_compute
\ No newline at end of file
diff --git a/src/core/CL/kernels/CLGEMMMatrixMultiplyReshapedOnlyRHSKernel.cpp b/src/core/CL/kernels/CLGEMMMatrixMultiplyReshapedOnlyRHSKernel.cpp
index af06fec..2437265 100644
--- a/src/core/CL/kernels/CLGEMMMatrixMultiplyReshapedOnlyRHSKernel.cpp
+++ b/src/core/CL/kernels/CLGEMMMatrixMultiplyReshapedOnlyRHSKernel.cpp
@@ -68,20 +68,23 @@
const int n = gemm_info.n();
const int k = gemm_info.k();
- TensorShape tensor_shape0{ input0->tensor_shape() };
- tensor_shape0.set(0, k);
- tensor_shape0.set(1, m);
-
TensorShape tensor_shape1{ input1->tensor_shape() };
tensor_shape1.set(0, n);
tensor_shape1.set(1, k);
- const TensorInfo tensor_info0 = input0->clone()->set_tensor_shape(tensor_shape0);
const TensorInfo tensor_info1 = input1->clone()->set_tensor_shape(tensor_shape1);
const TensorInfo tensor_info_reshaped1 = input1->clone()->set_tensor_shape(compute_rhs_reshaped_shape(tensor_info1, rhs_info));
- ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(input0, &tensor_info0);
+ ARM_COMPUTE_RETURN_ERROR_ON(input0->dimension(0) != static_cast<unsigned int>(k));
+ if(gemm_info.reinterpret_input_as_3d())
+ {
+ ARM_COMPUTE_RETURN_ERROR_ON(input0->dimension(1) * input0->dimension(2) != static_cast<unsigned int>(m));
+ }
+ else
+ {
+ ARM_COMPUTE_RETURN_ERROR_ON(input0->dimension(1) != static_cast<unsigned int>(m));
+ }
ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(input1, &tensor_info_reshaped1);
if(output->total_size() != 0)
@@ -99,6 +102,7 @@
{
unsigned int &num_elems_processed_per_iteration_x = num_elements_processed[0];
unsigned int &num_elems_processed_per_iteration_y = num_elements_processed[1];
+ bool reinterpret_input_as_3d = gemm_info.reinterpret_input_as_3d();
bool reinterpret_output_as_3d = (gemm_info.depth_output_gemm3d() != 0);
Window win{};
@@ -107,6 +111,10 @@
// In case both input and output have to be reinterpreted as 3D tensors,
// force reinterpret_input_as_3d and reinterpret_output_as_3d to be false.
+ if(reinterpret_input_as_3d == reinterpret_output_as_3d)
+ {
+ reinterpret_output_as_3d = false;
+ }
// Output tensor auto initialization if not yet initialized
auto_init_if_empty(*output, input0->clone()->set_tensor_shape(compute_mm_shape(*input0, *input1, gemm_info)));
@@ -147,7 +155,7 @@
window_changed = update_window_and_padding(win, input0_access, input1_access) || // window used by the execute_window_loop
update_window_and_padding(win_out, output_access); // window used to update the padding requirements of output tensor
- output_access.set_valid_region(win_out, ValidRegion(Coordinates(0, 0), output->tensor_shape()));
+ output_access.set_valid_region(win_out, ValidRegion(Coordinates(), output->tensor_shape()));
// Collapse along the Z direction
// This collapse needs to be here in order to tune the Z dimension of LWS
@@ -181,6 +189,11 @@
// In case both input and output have to be reinterpreted as 3D tensors,
// force reinterpret_input_as_3d and reinterpret_output_as_3d to be false.
+ if(_reinterpret_input_as_3d == _reinterpret_output_as_3d)
+ {
+ _reinterpret_input_as_3d = false;
+ _reinterpret_output_as_3d = false;
+ }
// Check if we need to slide the matrix B
const unsigned int num_dimensions_input0 = _input0->info()->num_dimensions();
@@ -204,7 +217,7 @@
build_opts.add_option_if(!_slide_matrix_b, "-DMATRIX_B_DEPTH=" + support::cpp11::to_string(input1->info()->dimension(2)));
build_opts.add_option_if(rhs_info.interleave, "-DRHS_INTERLEAVE");
build_opts.add_option_if(_use_dummy_work_items, "-DDUMMY_WORK_ITEMS");
- build_opts.add_option("-DM=" + support::cpp11::to_string(gemm_info.m()));
+ build_opts.add_option("-DM=" + support::cpp11::to_string(input0->info()->dimension(1)));
build_opts.add_option("-DN=" + support::cpp11::to_string(gemm_info.n()));
build_opts.add_option("-DK=" + support::cpp11::to_string(gemm_info.k()));
build_opts.add_option("-DM0=" + support::cpp11::to_string(lhs_info.m0));