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authormorgolock <pablo.tello@arm.com>2020-10-12 14:00:43 +0100
committerPablo Marquez <pablo.tello@arm.com>2020-10-15 17:14:05 +0000
commitcf343e3798d2a8c2ad2fcac488e4b78e2b5c968d (patch)
tree52aeb352689b82e34ff98730d52d970e79d3e7ff /src
parent3e77c27a07af070677a3a7e34fb3dfc519b7cbd1 (diff)
downloadComputeLibrary-cf343e3798d2a8c2ad2fcac488e4b78e2b5c968d.tar.gz
COMPMID-3719: Remove OpenCL padding: CLGEMMLowpMatrixMultiplyNativeKernel
Change-Id: Iee28abcbba1e7b9e2f3aaa55685936dce815d5a3 Signed-off-by: morgolock <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4141 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src')
-rw-r--r--src/core/CL/cl_kernels/gemmlowp.cl15
-rw-r--r--src/core/CL/kernels/CLGEMMLowpMatrixMultiplyNativeKernel.cpp38
2 files changed, 22 insertions, 31 deletions
diff --git a/src/core/CL/cl_kernels/gemmlowp.cl b/src/core/CL/cl_kernels/gemmlowp.cl
index 8405a7beb7..29314ec581 100644
--- a/src/core/CL/cl_kernels/gemmlowp.cl
+++ b/src/core/CL/cl_kernels/gemmlowp.cl
@@ -992,10 +992,11 @@ __kernel void gemmlowp_mm_native(IMAGE_DECLARATION(lhs),
#endif // defined(DUMMY_WORK_ITEMS)
// Compute LHS matrix address
- uint lhs_offset = lhs_offset_first_element_in_bytes + y * M0 * (uint)lhs_stride_y;
+ uint lhs_offset = lhs_offset_first_element_in_bytes + COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * (uint)lhs_stride_y;
// Compute RHS matrix address
- uint rhs_offset = rhs_offset_first_element_in_bytes + x * N0;
+ uint rhs_offset = rhs_offset_first_element_in_bytes + x * N0 * sizeof(DATA_TYPE);
+
#if defined(MATRIX_B_DEPTH)
// Do not slide matrix B if the matrix B has 3 dimensions and matrix A more than 3
@@ -1074,7 +1075,8 @@ __kernel void gemmlowp_mm_native(IMAGE_DECLARATION(lhs),
rhs_offset += rhs_stride_y;
}
- __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (x * (uint)N0) * sizeof(int) + (y * (uint)M0 * dst_stride_y);
+ __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(int)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * dst_stride_y);
+
REPEAT_VAR_INIT_TO_CONST(M0, uint, zout, 0); //uint zout0=0,zout1=0,zout2=0,... zout7=0;
@@ -1092,9 +1094,12 @@ __kernel void gemmlowp_mm_native(IMAGE_DECLARATION(lhs),
dst_addr += z * dst_stride_z;
#endif // defined(REINTERPRET_OUTPUT_AS_3D)
+ const bool cond_y = y == 0;
+ const bool cond_x = ((x + 1) * N0 >= N);
- // Convert and store output block
- CONVERT_STORE_BLOCK(M0, N0, int, c, dst_addr, dst_stride_y, zout);
+
+ // Store output block
+ STORE_BLOCK_BOUNDARY_AWARE(M0, N0, int, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, N, cond_y, cond_x);
}
#endif // defined(M0) && defined(N0) && defined(K0) && defined(K)
diff --git a/src/core/CL/kernels/CLGEMMLowpMatrixMultiplyNativeKernel.cpp b/src/core/CL/kernels/CLGEMMLowpMatrixMultiplyNativeKernel.cpp
index 9a2918d12f..d30a9e5d18 100644
--- a/src/core/CL/kernels/CLGEMMLowpMatrixMultiplyNativeKernel.cpp
+++ b/src/core/CL/kernels/CLGEMMLowpMatrixMultiplyNativeKernel.cpp
@@ -111,8 +111,6 @@ std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input0, ITe
bool reinterpret_output_as_3d = (gemm_info.depth_output_gemm3d() != 0);
Window win{};
- Window win_out{};
- bool window_changed = false;
// In case both input and output have to be reinterpreted as 3D tensors,
// force reinterpret_output_as_3d to be false.
@@ -139,28 +137,8 @@ std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input0, ITe
num_elems_processed_per_iteration_x = rhs_info.n0;
num_elems_processed_per_iteration_y = lhs_info.m0;
- // Note: bottom paddings are calculated manually as the output can be reinterpreted as 3D tensor
- // The only way to set properly the paddings, it is to set those explicitly through the AccessWindowStatic
- const int m = reinterpret_output_as_3d ? gemm_info.m() : input0->dimension(1);
- const int bottom_pad = (num_elems_processed_per_iteration_y - (m % num_elems_processed_per_iteration_y)) % num_elems_processed_per_iteration_y;
-
win = calculate_max_window(tmp_info, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y));
- win_out = calculate_max_window(*output, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y));
-
- AccessWindowStatic input0_access(input0, 0, 0,
- input0->dimension(0),
- input0->dimension(1) + bottom_pad);
- AccessWindowStatic input1_access(input1, 0, 0,
- ceil_to_multiple(input1->dimension(0), num_elems_processed_per_iteration_x),
- input1->dimension(1));
- AccessWindowStatic output_access(output, 0, 0,
- ceil_to_multiple(output->dimension(0), num_elems_processed_per_iteration_x),
- output->dimension(1) + bottom_pad);
-
- 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(), output->tensor_shape()));
+ output->set_valid_region(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
@@ -168,8 +146,7 @@ std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input0, ITe
const unsigned int dimension_to_collapse = std::min(static_cast<unsigned int>(output->num_dimensions()), 2u);
collapsed = win.collapse(win, dimension_to_collapse);
- Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
- return std::make_pair(err, collapsed);
+ return std::make_pair(Status(), collapsed);
}
} // namespace
@@ -218,6 +195,14 @@ void CLGEMMLowpMatrixMultiplyNativeKernel::configure(const CLCompileContext &com
ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
ICLKernel::configure_internal(win_config.second);
+ // If _reinterpret_input_as_3d = _reinterpret_output_as_3d = true,
+ // we will dispatch a batched-GEMM to reduce the complexity of the address calculation within the OpenCL kernel.
+ // This means that the actual m used by the kernel is given by output->info()->dimension(1) and not by gemm_info.m
+ const unsigned int internal_m = input0->info()->dimension(1);
+ // Calculate partial (store instead of load) M0 and partial N0 for the partial blocks at the end of a row/column if any. This is to avoid padding.
+ const unsigned int partial_store_m0 = internal_m % lhs_info.m0;
+ const unsigned int partial_store_n0 = gemm_info.n() % rhs_info.n0;
+
// Create build options
CLBuildOptions build_opts;
build_opts.add_option_if(_reinterpret_input_as_3d, "-DREINTERPRET_INPUT_AS_3D");
@@ -234,7 +219,8 @@ void CLGEMMLowpMatrixMultiplyNativeKernel::configure(const CLCompileContext &com
build_opts.add_option("-DK0=" + support::cpp11::to_string(rhs_info.k0));
build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input0->info()->data_type()));
build_opts.add_option("-DACC_DATA_TYPE=" + get_cl_dot8_acc_type_from_data_type(input0->info()->data_type()));
-
+ build_opts.add_option("-DPARTIAL_STORE_M0=" + support::cpp11::to_string(partial_store_m0));
+ build_opts.add_option("-DPARTIAL_STORE_N0=" + support::cpp11::to_string(partial_store_n0));
std::string kernel_name("gemmlowp_mm_native");
// Create kernel