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authorManuel Bottini <manuel.bottini@arm.com>2020-07-02 11:27:27 +0100
committerManuel Bottini <manuel.bottini@arm.com>2020-07-09 15:03:17 +0000
commitc8e6e2c48e558da0c0698428fe496491e18c022a (patch)
tree3b55d0c9a24d587d9a2970e720170ec2959fb404
parentd9eaf614975afad18fd13b9e8c7a7dd21ff6a1dd (diff)
downloadComputeLibrary-c8e6e2c48e558da0c0698428fe496491e18c022a.tar.gz
COMPMID-3325: Add support in gemm_tuner for cl_image
Change-Id: I78f815005516ca0e83366bab017884530c1d2e86 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3518 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
-rw-r--r--arm_compute/core/CL/gemm/CLGEMMHelpers.h9
-rw-r--r--examples/gemm_tuner/cl_gemm_reshaped.cpp51
-rw-r--r--examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp60
-rw-r--r--src/core/CL/gemm/CLGEMMHelpers.cpp17
-rw-r--r--src/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.cpp11
5 files changed, 94 insertions, 54 deletions
diff --git a/arm_compute/core/CL/gemm/CLGEMMHelpers.h b/arm_compute/core/CL/gemm/CLGEMMHelpers.h
index b2d9f21c3d..a370f9171a 100644
--- a/arm_compute/core/CL/gemm/CLGEMMHelpers.h
+++ b/arm_compute/core/CL/gemm/CLGEMMHelpers.h
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2019 Arm Limited.
+ * Copyright (c) 2019-2020 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -24,6 +24,7 @@
#ifndef ARM_COMPUTE_CLGEMMHELPERS_H
#define ARM_COMPUTE_CLGEMMHELPERS_H
+#include "arm_compute/core/TensorInfo.h"
#include "arm_compute/core/Types.h"
namespace arm_compute
@@ -48,6 +49,12 @@ 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);
+
+/** Update padding required to export the OpenCL buffer to OpenCL image2d
+ *
+ * @param[in,out] tensor ITensorInfo of the tensor required to be exported to OpenCL image2d
+ */
+void update_padding_for_cl_image(ITensorInfo *tensor);
} // namespace cl_gemm
} // namespace arm_compute
#endif /*ARM_COMPUTE_CLGEMMHELPERS_H */
diff --git a/examples/gemm_tuner/cl_gemm_reshaped.cpp b/examples/gemm_tuner/cl_gemm_reshaped.cpp
index 8000e1ab7b..93125dd4a3 100644
--- a/examples/gemm_tuner/cl_gemm_reshaped.cpp
+++ b/examples/gemm_tuner/cl_gemm_reshaped.cpp
@@ -26,6 +26,7 @@
#endif /* ARM_COMPUTE_CL */
#include "CommonGemmExampleOptions.h"
+#include "arm_compute/core/CL/gemm/CLGEMMHelpers.h"
#include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h"
#include "arm_compute/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h"
#include "arm_compute/core/Helpers.h"
@@ -52,15 +53,16 @@ namespace
/** Structure holding all tunable gemm configs specific to this example/strategy */
struct GemmConfigs
{
- size_t m0{ 4 }; /**< Number of rows processed by the matrix multiplication */
- size_t n0{ 4 }; /**< Number of columns processed by the matrix multiplication */
- size_t k0{ 4 }; /**< Number of partial accumulations performed by the matrix multiplication */
- size_t v0{ 1 }; /**< Number of vertical blocks of size (m0xk0) stored on the same output row */
- size_t h0{ 1 }; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row */
- bool interleave_lhs{ true }; /**< Interleave lhs matrix */
- bool transpose_lhs{ true }; /**< Transpose lhs matrix. */
- bool interleave_rhs{ true }; /**< Interleave rhs matrix */
- bool transpose_rhs{ true }; /**< Transpose rhs matrix. */
+ size_t m0{ 4 }; /**< Number of rows processed by the matrix multiplication */
+ size_t n0{ 4 }; /**< Number of columns processed by the matrix multiplication */
+ size_t k0{ 4 }; /**< Number of partial accumulations performed by the matrix multiplication */
+ size_t v0{ 1 }; /**< Number of vertical blocks of size (m0xk0) stored on the same output row */
+ size_t h0{ 1 }; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row */
+ bool interleave_lhs{ true }; /**< Interleave lhs matrix */
+ bool transpose_lhs{ true }; /**< Transpose lhs matrix. */
+ bool interleave_rhs{ true }; /**< Interleave rhs matrix */
+ bool transpose_rhs{ true }; /**< Transpose rhs matrix. */
+ bool export_to_cl_image_rhs{ true }; /**< Export rhs matrix to cl_image. */
};
/** Formatted output of the GemmConfigs type
@@ -84,6 +86,7 @@ struct GemmConfigs
os << "transpose_lhs : " << (configs.transpose_lhs ? true_str : false_str) << std::endl;
os << "interleave_rhs : " << (configs.interleave_rhs ? true_str : false_str) << std::endl;
os << "transpose_rhs : " << (configs.transpose_rhs ? true_str : false_str) << std::endl;
+ os << "export_to_cl_image_rhs : " << (configs.export_to_cl_image_rhs ? true_str : false_str) << std::endl;
return os;
}
@@ -103,7 +106,8 @@ public:
h0(parser.add_positional_option<SimpleOption<size_t>>("h0", 1)),
interleave_lhs(parser.add_positional_option<SimpleOption<size_t>>("interleave_lhs", 1)),
interleave_rhs(parser.add_positional_option<SimpleOption<size_t>>("interleave_rhs", 1)),
- transpose_rhs(parser.add_positional_option<SimpleOption<size_t>>("transpose_rhs", 1))
+ transpose_rhs(parser.add_positional_option<SimpleOption<size_t>>("transpose_rhs", 1)),
+ export_to_cl_image_rhs(parser.add_positional_option<SimpleOption<size_t>>("export_to_cl_image_rhs", 1))
{
m0->set_help("Number of rows processed by the matrix multiplication");
n0->set_help("Number of columns processed by the matrix multiplication");
@@ -116,6 +120,7 @@ public:
// transpose_rhs are the opposites of each other. In the future we may extend the kernels to include the other
// 2 variants (both transposed and none transposed)
transpose_rhs->set_help("Transpose rhs matrix but not lhs matrix (1) / Do not transpose rhs matrix but do transpose lhs matrix (0)");
+ export_to_cl_image_rhs->set_help("Export rhs matrix to cl_image (1) / Do not export rhs matrix to cl_image (0)");
}
/** Prevent instances of this class from being copied (As this class contains pointers) */
GemmConfigOptions(const GemmConfigOptions &) = delete;
@@ -138,7 +143,8 @@ public:
// FIXME: Currently we only support 2 variants of the gemm reshaped kernels in which transpose_lhs and
// transpose_rhs are the opposites of each other. In the future we may extend the kernels to include the other
// 2 variants (both transposed and none transposed)
- SimpleOption<size_t> *transpose_rhs; /**< Transpose rhs matrix option (1 enable; 0 disable). Also set the lhs matrix transpose option to the opposite. */
+ SimpleOption<size_t> *transpose_rhs; /**< Transpose rhs matrix option (1 enable; 0 disable). Also set the lhs matrix transpose option to the opposite. */
+ SimpleOption<size_t> *export_to_cl_image_rhs; /**< Export rhs matrix to cl_image.*/
};
/** Consumes the gemm configuration options and creates a structure containing all information
@@ -159,9 +165,10 @@ GemmConfigs consume_gemm_configs(const GemmConfigOptions &options)
// FIXME: Currently we only support 2 variants of the gemm reshaped kernels in which transpose_lhs and
// transpose_rhs are the opposites of each other. In the future we may extend the kernels to include the other
// 2 variants (both transposed and none transposed)
- configs.transpose_lhs = options.transpose_rhs->value() == 0;
- configs.interleave_rhs = options.interleave_rhs->value() != 0;
- configs.transpose_rhs = options.transpose_rhs->value() != 0;
+ configs.transpose_lhs = options.transpose_rhs->value() == 0;
+ configs.interleave_rhs = options.interleave_rhs->value() != 0;
+ configs.transpose_rhs = options.transpose_rhs->value() != 0;
+ configs.export_to_cl_image_rhs = options.export_to_cl_image_rhs->value() != 0;
return configs;
}
@@ -230,11 +237,12 @@ public:
lhs_info.transpose = configs.transpose_lhs;
GEMMRHSMatrixInfo rhs_info;
- rhs_info.n0 = configs.n0;
- rhs_info.k0 = configs.k0;
- rhs_info.h0 = configs.h0;
- rhs_info.interleave = configs.interleave_rhs;
- rhs_info.transpose = configs.transpose_rhs;
+ rhs_info.n0 = configs.n0;
+ rhs_info.k0 = configs.k0;
+ rhs_info.h0 = configs.h0;
+ rhs_info.interleave = configs.interleave_rhs;
+ rhs_info.transpose = configs.transpose_rhs;
+ rhs_info.export_to_cl_image = configs.export_to_cl_image_rhs;
GEMMKernelInfo kernel_info;
kernel_info.m = params.M;
@@ -251,6 +259,11 @@ public:
// Initialise rhs_reshaped tensor info
auto_init_if_empty(*rhs_reshaped.info(), rhs.info()->clone()->set_tensor_shape(compute_rhs_reshaped_shape(*rhs.info(), rhs_info)));
+ if(rhs_info.export_to_cl_image)
+ {
+ arm_compute::cl_gemm::update_padding_for_cl_image(rhs_reshaped.info());
+ }
+
// Configure reshape lhs function
reshape_lhs.configure(&lhs, &lhs_reshaped, lhs_info);
diff --git a/examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp b/examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp
index 4e7b93dba8..45a28abca6 100644
--- a/examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp
+++ b/examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp
@@ -26,6 +26,7 @@
#endif /* ARM_COMPUTE_CL */
#include "CommonGemmExampleOptions.h"
+#include "arm_compute/core/CL/gemm/CLGEMMHelpers.h"
#include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedOnlyRHSKernel.h"
#include "arm_compute/core/Helpers.h"
#include "arm_compute/core/KernelDescriptors.h"
@@ -51,12 +52,13 @@ namespace
/** Structure holding all tunable gemm configs specific to this example/strategy */
struct GemmConfigs
{
- size_t m0{ 4 }; /**< Number of rows processed by the matrix multiplication */
- size_t n0{ 4 }; /**< Number of columns processed by the matrix multiplication */
- size_t k0{ 4 }; /**< Number of partial accumulations performed by the matrix multiplication */
- size_t h0{ 1 }; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row */
- bool interleave_rhs{ true }; /**< Interleave rhs matrix */
- bool transpose_rhs{ true }; /**< Transpose rhs matrix */
+ size_t m0{ 4 }; /**< Number of rows processed by the matrix multiplication */
+ size_t n0{ 4 }; /**< Number of columns processed by the matrix multiplication */
+ size_t k0{ 4 }; /**< Number of partial accumulations performed by the matrix multiplication */
+ size_t h0{ 1 }; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row */
+ bool interleave_rhs{ true }; /**< Interleave rhs matrix */
+ bool transpose_rhs{ true }; /**< Transpose rhs matrix */
+ bool export_to_cl_image_rhs{ true }; /**< Export rhs matrix to cl_image.*/
};
/** Formatted output of the GemmConfigs type
@@ -77,6 +79,7 @@ struct GemmConfigs
os << "h0 : " << configs.h0 << std::endl;
os << "interleave_rhs : " << (configs.interleave_rhs ? true_str : false_str) << std::endl;
os << "transpose_rhs : " << (configs.transpose_rhs ? true_str : false_str) << std::endl;
+ os << "export_to_cl_image_rhs : " << (configs.export_to_cl_image_rhs ? true_str : false_str) << std::endl;
return os;
}
@@ -94,7 +97,8 @@ public:
k0(parser.add_positional_option<SimpleOption<size_t>>("k0", 4)),
h0(parser.add_positional_option<SimpleOption<size_t>>("h0", 1)),
interleave_rhs(parser.add_positional_option<SimpleOption<size_t>>("interleave_rhs", 1)),
- transpose_rhs(parser.add_positional_option<SimpleOption<size_t>>("transpose_rhs", 1))
+ transpose_rhs(parser.add_positional_option<SimpleOption<size_t>>("transpose_rhs", 1)),
+ export_to_cl_image_rhs(parser.add_positional_option<SimpleOption<size_t>>("export_to_cl_image_rhs", 1))
{
m0->set_help("Number of rows processed by the matrix multiplication");
n0->set_help("Number of columns processed by the matrix multiplication");
@@ -102,6 +106,7 @@ public:
h0->set_help("Number of horizontal blocks of size (k0xn0) stored on the same output row");
interleave_rhs->set_help("Interleave rhs matrix (1) / Do not interleave rhs matrix (0)");
transpose_rhs->set_help("Transpose rhs matrix (1) / Do not transpose rhs matrix (0)");
+ export_to_cl_image_rhs->set_help("Export rhs matrix to cl_image (1) / Do not export rhs matrix to cl_image (0)");
}
/** Prevent instances of this class from being copied (As this class contains pointers) */
GemmConfigOptions(const GemmConfigOptions &) = delete;
@@ -114,12 +119,13 @@ public:
/** Default destructor */
~GemmConfigOptions() = default;
- SimpleOption<size_t> *m0; /**< Number of rows processed by the matrix multiplication option */
- SimpleOption<size_t> *n0; /**< Number of columns processed by the matrix multiplication option */
- SimpleOption<size_t> *k0; /**< Number of partial accumulations performed by the matrix multiplication option */
- SimpleOption<size_t> *h0; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row option */
- SimpleOption<size_t> *interleave_rhs; /**< Interleave rhs matrix option (1 enable; 0 disable) */
- SimpleOption<size_t> *transpose_rhs; /**< Transpose rhs matrix option (1 enable; 0 disable) */
+ SimpleOption<size_t> *m0; /**< Number of rows processed by the matrix multiplication option */
+ SimpleOption<size_t> *n0; /**< Number of columns processed by the matrix multiplication option */
+ SimpleOption<size_t> *k0; /**< Number of partial accumulations performed by the matrix multiplication option */
+ SimpleOption<size_t> *h0; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row option */
+ SimpleOption<size_t> *interleave_rhs; /**< Interleave rhs matrix option (1 enable; 0 disable) */
+ SimpleOption<size_t> *transpose_rhs; /**< Transpose rhs matrix option (1 enable; 0 disable) */
+ SimpleOption<size_t> *export_to_cl_image_rhs; /**< Export rhs matrix to cl_image.*/
};
/** Consumes the gemm configuration options and creates a structure containing all information
@@ -131,12 +137,13 @@ public:
GemmConfigs consume_gemm_configs(const GemmConfigOptions &options)
{
GemmConfigs configs;
- configs.m0 = options.m0->value();
- configs.n0 = options.n0->value();
- configs.k0 = options.k0->value();
- configs.h0 = options.h0->value();
- configs.interleave_rhs = options.interleave_rhs->value() != 0;
- configs.transpose_rhs = options.transpose_rhs->value() != 0;
+ configs.m0 = options.m0->value();
+ configs.n0 = options.n0->value();
+ configs.k0 = options.k0->value();
+ configs.h0 = options.h0->value();
+ configs.interleave_rhs = options.interleave_rhs->value() != 0;
+ configs.transpose_rhs = options.transpose_rhs->value() != 0;
+ configs.export_to_cl_image_rhs = options.export_to_cl_image_rhs->value() != 0;
return configs;
}
@@ -200,11 +207,12 @@ public:
lhs_info.k0 = configs.k0;
GEMMRHSMatrixInfo rhs_info;
- rhs_info.n0 = configs.n0;
- rhs_info.k0 = configs.k0;
- rhs_info.h0 = configs.h0;
- rhs_info.interleave = configs.interleave_rhs;
- rhs_info.transpose = configs.transpose_rhs;
+ rhs_info.n0 = configs.n0;
+ rhs_info.k0 = configs.k0;
+ rhs_info.h0 = configs.h0;
+ rhs_info.interleave = configs.interleave_rhs;
+ rhs_info.transpose = configs.transpose_rhs;
+ rhs_info.export_to_cl_image = configs.export_to_cl_image_rhs;
GEMMKernelInfo kernel_info;
kernel_info.m = params.M;
@@ -218,6 +226,10 @@ public:
// Initialise rhs_reshaped tensor info
auto_init_if_empty(*rhs_reshaped.info(), rhs.info()->clone()->set_tensor_shape(compute_rhs_reshaped_shape(*rhs.info(), rhs_info)));
+ if(rhs_info.export_to_cl_image)
+ {
+ arm_compute::cl_gemm::update_padding_for_cl_image(rhs_reshaped.info());
+ }
// Configure function
gemm.configure(&lhs, &rhs_reshaped, &bias, &dst, alpha, beta, lhs_info, rhs_info, kernel_info);
diff --git a/src/core/CL/gemm/CLGEMMHelpers.cpp b/src/core/CL/gemm/CLGEMMHelpers.cpp
index 8f54d3f670..1165e70273 100644
--- a/src/core/CL/gemm/CLGEMMHelpers.cpp
+++ b/src/core/CL/gemm/CLGEMMHelpers.cpp
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2019 Arm Limited.
+ * Copyright (c) 2019-2020 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -23,6 +23,8 @@
*/
#include "arm_compute/core/CL/gemm/CLGEMMHelpers.h"
+#include "arm_compute/core/CL/CLKernelLibrary.h"
+
#include <utility>
namespace arm_compute
@@ -51,5 +53,18 @@ std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> configure_lhs_rhs_info(unsigned
return std::make_pair(lhs_info, rhs_info);
}
+
+void update_padding_for_cl_image(ITensorInfo *tensor)
+{
+ constexpr unsigned int num_floats_per_pixel = 4;
+
+ const unsigned int stride_y_in_elements = tensor->strides_in_bytes()[1] / tensor->element_size();
+ const unsigned int pixel_aligment = get_cl_image_pitch_alignment(CLKernelLibrary::get().get_device());
+ const unsigned int row_pitch_alignment = pixel_aligment * num_floats_per_pixel;
+ const unsigned int round_up_width = ((stride_y_in_elements + row_pitch_alignment - 1) / row_pitch_alignment) * row_pitch_alignment;
+ const unsigned int padding = round_up_width - stride_y_in_elements;
+
+ tensor->extend_padding(PaddingSize(0, padding, 0, 0));
+}
} // namespace cl_gemm
} // namespace arm_compute \ No newline at end of file
diff --git a/src/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.cpp b/src/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.cpp
index 5e09899ec8..c57066ae03 100644
--- a/src/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.cpp
+++ b/src/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.cpp
@@ -29,6 +29,7 @@
#include "arm_compute/core/CL/CLValidate.h"
#include "arm_compute/core/CL/ICLTensor.h"
#include "arm_compute/core/CL/OpenCL.h"
+#include "arm_compute/core/CL/gemm/CLGEMMHelpers.h"
#include "arm_compute/core/Error.h"
#include "arm_compute/core/Helpers.h"
#include "arm_compute/core/TensorInfo.h"
@@ -107,15 +108,7 @@ std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITen
if(rhs_info.export_to_cl_image)
{
- constexpr unsigned int num_floats_per_pixel = 4;
-
- const unsigned int stride_y_in_elements = output->strides_in_bytes()[1] / output->element_size();
- const unsigned int pixel_aligment = get_cl_image_pitch_alignment(CLKernelLibrary::get().get_device());
- const unsigned int row_pitch_alignment = pixel_aligment * num_floats_per_pixel;
- const unsigned int round_up_width = ((stride_y_in_elements + row_pitch_alignment - 1) / row_pitch_alignment) * row_pitch_alignment;
- const unsigned int padding = round_up_width - stride_y_in_elements;
-
- output->extend_padding(PaddingSize(0, padding, 0, 0));
+ arm_compute::cl_gemm::update_padding_for_cl_image(output);
}
// Collapse along the Z direction