diff options
author | SiCong Li <sicong.li@arm.com> | 2022-01-28 18:24:39 +0000 |
---|---|---|
committer | SiCong Li <sicong.li@arm.com> | 2022-05-06 15:01:45 +0000 |
commit | b63b1196adea8b07dd8db77c2492a212650deba0 (patch) | |
tree | b264035197873f56c69784bec68cad7041b5d423 /src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClElementwiseAddKernelComponent.cpp | |
parent | 3bb72b69566f18ad5c9446d318d2fc2b5f6dba42 (diff) | |
download | ComputeLibrary-b63b1196adea8b07dd8db77c2492a212650deba0.tar.gz |
Integrate Dynamic Fusion patches
* Add public interfaces:
* OperatorGraph: Describe a workload that could contain fused kernels
* IWorkload: Generic interface for workloads built from OperatorGraph
* ClWorkload: OpenCL workloads built from OperatorGraph
* ClCompositeOperator: Runtime async operator to execute a ClWorkload
* DependencyGraph (will likely be deprecated in later iterations)
* Add example
* cl_fused_conv2d_elementwise_add.cpp to explain how to use the new
interfaces
* Add internal translation layer
* Refactor ClKernelBuildingAPI
* Remove non-tile based gemm native kernel component
* Minor interface changes
* Add integration tests
Resolves COMPMID-5161
Signed-off-by: SiCong Li <sicong.li@arm.com>
Change-Id: Ib987ed79289ab0bcbd3130d54f5793408d9f1240
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7510
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClElementwiseAddKernelComponent.cpp')
-rw-r--r-- | src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClElementwiseAddKernelComponent.cpp | 153 |
1 files changed, 88 insertions, 65 deletions
diff --git a/src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClElementwiseAddKernelComponent.cpp b/src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClElementwiseAddKernelComponent.cpp index 84e4003d5d..2bbea8725d 100644 --- a/src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClElementwiseAddKernelComponent.cpp +++ b/src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClElementwiseAddKernelComponent.cpp @@ -21,7 +21,9 @@ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ -#if defined(ENABLE_EXPERIMENTAL_DYNAMIC_FUSION) +#ifndef ENABLE_EXPERIMENTAL_DYNAMIC_FUSION +#error "This experimental feature must be enabled with -DENABLE_EXPERIMENTAL_DYNAMIC_FUSION" +#endif /* ENABLE_EXPERIMENTAL_DYNAMIC_FUSION */ #include "src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClElementwiseAddKernelComponent.h" #include "arm_compute/core/Validate.h" @@ -41,7 +43,7 @@ ComponentType ClElementwiseAddKernelComponent::get_component_type() const std::set<std::string> ClElementwiseAddKernelComponent::get_headers_list() const { - return std::set<std::string> { "common/experimental/gemm_fused_post_ops/fp_mixed_precision_helpers.h", "gemm_helpers.h", "repeat.h", "tile_helpers.h" }; + return std::set<std::string> { "common/experimental/gemm_fused_post_ops/fp_mixed_precision_helpers.h", "tile_helpers.h" }; } Window ClElementwiseAddKernelComponent::get_window() const @@ -67,63 +69,62 @@ Window ClElementwiseAddKernelComponent::get_window() const std::string ClElementwiseAddKernelComponent::get_component_code() const { std::string code; - return R"_( + const bool is_root = _blueprint->impl().group(_lhs.arg_id) == SharedVarGroup::Argument && _blueprint->impl().group(_rhs.arg_id) == SharedVarGroup::Argument; + + if(is_root) + { + return R"_( //------------------ START KERNEL {{meta_kernel_id}} ELTWISE_ADD --------------------- - // IN_0(Accumulator) {{acc}} - // IN_1(Addend) {{addend}} + // IN_0(LHS) {{lhs}} + // IN_1(RHS) {{rhs}} + // OUT(dst, accum) {{dst}} - // c = addend + c (mix-precision, broadcast, boundary aware) + // dst = lhs + rhs (mix-precision, broadcast, boundary aware) + TILE({{DATA_TYPE}}, M0, N0, {{dst}}); { - __global uchar *addend_addr = {{addend}}_ptr + {{addend}}_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(g_y, M0, PARTIAL_STORE_M0) * {{addend}}_stride_y) + get_global_id(2) * {{addend}}_stride_z; \ - LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, addend, addend_addr, 0, {{addend}}_stride_y, g_zero, PARTIAL_LOAD_M0, PARTIAL_LOAD_N0, PARTIAL_COND_Y, PARTIAL_COND_X); \ - MIXED_PRECISION_ELTWISE_OP_BLOCK(ADD_X_POS_0, M0, N0, {{acc}}, addend, DATA_TYPE_ACCUMULATOR, addend_hp); - } + TILE({{DATA_TYPE}}, M0, N0, lhs_tile); + TILE({{DATA_TYPE}}, M0, N0, rhs_tile); - // Workaround for the discrepancy between tiles and repeats -#if defined(IS_TILED) - {{acc}}[0].v = {{acc}}0; -#if M0 >= 2 - {{acc}}[1].v = {{acc}}1; -#endif // M0 >= 2 -#if M0 >= 3 - {{acc}}[2].v = {{acc}}2; -#endif // M0 >= 3 -#if M0 >= 4 - {{acc}}[3].v = {{acc}}3; -#endif // M0 >= 4 -#if M0 >= 8 - {{acc}}[4].v = {{acc}}4; - {{acc}}[5].v = {{acc}}5; - {{acc}}[6].v = {{acc}}6; - {{acc}}[7].v = {{acc}}7; -#endif // M0 >= 8 -#if M0 == 16 - {{acc}}[8].v = {{acc}}8; - {{acc}}[9].v = {{acc}}9; - {{acc}}[10].v = {{acc}}A; - {{acc}}[11].v = {{acc}}B; - {{acc}}[12].v = {{acc}}C; - {{acc}}[13].v = {{acc}}D; - {{acc}}[14].v = {{acc}}E; - {{acc}}[15].v = {{acc}}F; -#endif // M0 == 16 -#endif // defined(IS_TILED) + T_LOAD({{DATA_TYPE}}, M0, N0, BUFFER, {{lhs}}, cout, mout, 1, {{lhs}}_stride_y, lhs_tile); + T_LOAD({{DATA_TYPE}}, M0, N0, BUFFER, {{rhs}}, cout, mout, 1, {{rhs}}_stride_y, rhs_tile); + + T_ADD_BROADCAST_X({{DATA_TYPE}}, M0, N0, lhs_tile, rhs_tile, {{dst}}); + } //------------------ END KERNEL {{meta_kernel_id}} ELTWISE_ADD --------------------- +)_"; + } + else + { + return R"_( + //------------------ START KERNEL {{meta_kernel_id}} ELTWISE_ADD --------------------- + // IN_0/Out(Accumulator) {{acc}} + // IN_1(Addend) {{addend}} + // acc = addend + acc (mix-precision, broadcast, boundary aware) + { + TILE({{DATA_TYPE}}, M0, N0, addend_tile); + + T_LOAD({{DATA_TYPE}}, M0, N0, BUFFER, {{addend}}, cout, mout, 1, {{addend}}_stride_y, addend_tile); + + T_ADD_BROADCAST_X({{DATA_TYPE}}, M0, N0, {{acc}}, addend_tile, {{acc}}); + } + //------------------ END KERNEL {{meta_kernel_id}} ELTWISE_ADD --------------------- )_"; + } } CLBuildOptions ClElementwiseAddKernelComponent::generate_build_options() const { - auto t_dst_info = _blueprint->impl().get_kernel_argument_info(_blueprint->impl().get_dst_id()); - auto tile_info = _blueprint->impl().get_tile_info(); + const auto t_dst_info = _blueprint->impl().get_kernel_argument_info(_blueprint->impl().get_dst_id()); CLBuildOptions build_opts{}; + const auto n0 = _blueprint->impl().get_execution_window().x().step(); + const auto m0 = _blueprint->impl().get_execution_window().y().step(); + const auto partial_m0 = t_dst_info->dimension(1) % m0; - build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(t_dst_info->data_type())); - build_opts.add_option("-DM0=" + support::cpp11::to_string(tile_info.tile_dims.y())); - build_opts.add_option("-DN0=" + support::cpp11::to_string(tile_info.tile_dims.x())); - build_opts.add_option("-DPARTIAL_STORE_M0=" + support::cpp11::to_string(tile_info.boundaries.y() % tile_info.tile_dims.y())); + build_opts.add_option("-DM0=" + support::cpp11::to_string(m0)); + build_opts.add_option("-DN0=" + support::cpp11::to_string(n0)); + build_opts.add_option("-DPARTIAL_STORE_M0=" + support::cpp11::to_string(partial_m0)); return build_opts; } @@ -142,34 +143,56 @@ std::string ClElementwiseAddKernelComponent::generate_config_id() const return config_id; } -ClElementwiseAddKernelComponent::TagLUT ClElementwiseAddKernelComponent::allocate_vars(SharedVarTable &vtable) const +void ClElementwiseAddKernelComponent::allocate_shared_vars(SharedVarTable &vtable) const { - // Determine which argument is the accumulator - Link accumulator; - Link addend; - if(_lhs.group == SharedVarGroup::Automatic) + const bool is_root = _blueprint->impl().group(_lhs.arg_id) == SharedVarGroup::Argument && _blueprint->impl().group(_rhs.arg_id) == SharedVarGroup::Argument; + vtable.add(_lhs, _blueprint->impl().group(_lhs.arg_id), ClKernelArgDescriptor(_lhs.arg_id, ClKernelTensorArgType::Tensor_4D_t_Buffer), "lhs"); + vtable.add(_rhs, _blueprint->impl().group(_rhs.arg_id), ClKernelArgDescriptor(_rhs.arg_id, ClKernelTensorArgType::Tensor_4D_t_Buffer), "rhs"); + if(is_root) { - accumulator = _lhs; - addend = _rhs; + vtable.add(_dst, _blueprint->impl().group(_dst.arg_id), ClKernelArgDescriptor(_dst.arg_id, ClKernelTensorArgType::Tensor_4D_t_Buffer), "dst"); } - else if(_rhs.group == SharedVarGroup::Automatic) +} + +ClElementwiseAddKernelComponent::TagLUT ClElementwiseAddKernelComponent::get_tag_lut(const SharedVarTable &vtable) const +{ + TagLUT lut{}; + const auto t_dst_info = _blueprint->impl().get_kernel_argument_info(_blueprint->impl().get_dst_id()); + // Arguments and global shared variables + const bool is_root = _blueprint->impl().group(_lhs.arg_id) == SharedVarGroup::Argument && _blueprint->impl().group(_rhs.arg_id) == SharedVarGroup::Argument; + if(is_root) { - accumulator = _rhs; - addend = _lhs; + lut["lhs"] = vtable.get(_lhs); + lut["rhs"] = vtable.get(_rhs); + lut["dst"] = vtable.get(_dst); } else { - ARM_COMPUTE_ERROR("Invalid elementwise component linking"); + // Determine which link is the accumulator + Link accumulator; + Link addend; + if(_blueprint->impl().group(_lhs.arg_id) == SharedVarGroup::Automatic) + { + accumulator = _lhs; + addend = _rhs; + } + else if(_blueprint->impl().group(_rhs.arg_id) == SharedVarGroup::Automatic) + { + accumulator = _rhs; + addend = _lhs; + } + else + { + ARM_COMPUTE_ERROR("Invalid elementwise component linking"); + } + lut["acc"] = vtable.get(accumulator); + lut["addend"] = vtable.get(addend); } - return { - { "meta_kernel_id", id() }, - { "acc", vtable.add(accumulator, ClKernelArgRuntimeDescriptor(accumulator.arg_id, TensorArgType::Image_3D), "add_acc") }, - { "addend", vtable.add(addend, ClKernelArgRuntimeDescriptor(addend.arg_id, TensorArgType::Image_3D), "add_addend") }, - // {"dst", vtable.add(_dst, ClKernelArgRuntimeDescriptor(_dst.arg_id, TensorArgType::Image_3D), "dst")}, // dst is needed for the root version and/or non-inplace version should we need one - }; + // Local build options + lut["meta_kernel_id"] = id(); + lut["DATA_TYPE"] = get_cl_type_from_data_type(t_dst_info->data_type()); + return lut; } } // namespace dynamic_fusion } // namespace experimental -} // namespace arm_compute - -#endif // defined(ENABLE_EXPERIMENTAL_DYNAMIC_FUSION)
\ No newline at end of file +} // namespace arm_compute
\ No newline at end of file |