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Diffstat (limited to 'src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp')
| -rw-r--r-- | src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp | 302 |
1 files changed, 302 insertions, 0 deletions
diff --git a/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp b/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp new file mode 100644 index 0000000000..851e23bc84 --- /dev/null +++ b/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp @@ -0,0 +1,302 @@ +/* + * Copyright (c) 2020-2023 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 "src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.h" + +#include "arm_compute/core/CL/CLHelpers.h" +#include "arm_compute/core/CL/CLKernelLibrary.h" + +#include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h" + +#include <map> +#include <utility> + +namespace arm_compute +{ +namespace cl_gemm +{ +CLGEMMDefaultTypeValhall::CLGEMMDefaultTypeValhall(GPUTarget gpu) : ICLGEMMKernelSelection(gpu) +{ +} + +CLGEMMKernelType CLGEMMDefaultTypeValhall::select_kernel(const CLGEMMKernelSelectionParams ¶ms) +{ + // _target could be used in the future to have a dedicated heuristic for each GPU IP + ARM_COMPUTE_UNUSED(_target); + + using FunctionExecutorPtr = CLGEMMKernelType (CLGEMMDefaultTypeValhall::*)( + unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant); + + // Default configurations for Valhall architectures + static std::map<DataType, FunctionExecutorPtr> gemm_default_configs = { + {DataType::F32, &CLGEMMDefaultTypeValhall::default_f32}, + {DataType::F16, &CLGEMMDefaultTypeValhall::default_f16}, + {DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8}}; + + // Mali-G77 configurations + static std::map<DataType, FunctionExecutorPtr> gemm_g77_configs = { + {DataType::F32, &CLGEMMDefaultTypeValhall::default_f32}, + {DataType::F16, &CLGEMMDefaultTypeValhall::g77_f16}, + {DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8}}; + + // Mali-G78 configurations + static std::map<DataType, FunctionExecutorPtr> gemm_g78_configs = { + {DataType::F32, &CLGEMMDefaultTypeValhall::g78_f32}, + {DataType::F16, &CLGEMMDefaultTypeValhall::g78_f16}, + {DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8}}; + + // Mali-G710 and Mali-G610 configurations + static std::map<DataType, FunctionExecutorPtr> gemm_g710_configs = { + {DataType::F32, &CLGEMMDefaultTypeValhall::default_f32}, + {DataType::F16, &CLGEMMDefaultTypeValhall::g710_f16}, + {DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8}}; + + // Mali-G715 and Mali-G615 configurations + static std::map<DataType, FunctionExecutorPtr> gemm_g715_configs = { + {DataType::F32, &CLGEMMDefaultTypeValhall::g715_f32}, + {DataType::F16, &CLGEMMDefaultTypeValhall::g715_f16}, + {DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8}}; + + const DataType data_type = params.data_type; + + switch (_target) + { + case GPUTarget::G710: + case GPUTarget::G610: + if (gemm_g710_configs.find(data_type) != gemm_g710_configs.end()) + { + return (this->*gemm_g710_configs[data_type])(params.m, params.n, params.k, params.b, + params.is_rhs_constant); + } + ARM_COMPUTE_ERROR("Not supported data type"); + case GPUTarget::G715: + case GPUTarget::G615: + if (gemm_g715_configs.find(data_type) != gemm_g715_configs.end()) + { + return (this->*gemm_g715_configs[data_type])(params.m, params.n, params.k, params.b, + params.is_rhs_constant); + } + ARM_COMPUTE_ERROR("Not supported data type"); + case GPUTarget::G78: + if (gemm_g78_configs.find(data_type) != gemm_g78_configs.end()) + { + return (this->*gemm_g78_configs[data_type])(params.m, params.n, params.k, params.b, + params.is_rhs_constant); + } + ARM_COMPUTE_ERROR("Not supported data type"); + case GPUTarget::G77: + if (gemm_g77_configs.find(data_type) != gemm_g77_configs.end()) + { + return (this->*gemm_g77_configs[data_type])(params.m, params.n, params.k, params.b, + params.is_rhs_constant); + } + ARM_COMPUTE_ERROR("Not supported data type"); + default: + if (gemm_default_configs.find(data_type) != gemm_default_configs.end()) + { + return (this->*gemm_default_configs[data_type])(params.m, params.n, params.k, params.b, + params.is_rhs_constant); + } + ARM_COMPUTE_ERROR("Not supported data type"); + } +} + +CLGEMMKernelType CLGEMMDefaultTypeValhall::default_f32( + unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + ARM_COMPUTE_UNUSED(m, n, k, b); + + return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; +} + +CLGEMMKernelType CLGEMMDefaultTypeValhall::default_f16( + unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + ARM_COMPUTE_UNUSED(m, n, k, b); + + return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; +} + +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g77_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + ARM_COMPUTE_UNUSED(m, n, k, b); + + return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; +} + +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g710_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + ARM_COMPUTE_UNUSED(m, n, k, b); + + return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; +} + +CLGEMMKernelType CLGEMMDefaultTypeValhall::default_q8( + unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + ARM_COMPUTE_UNUSED(m, n, k, b); + + if (is_rhs_constant) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS; + } + else + { + return CLGEMMKernelType::NATIVE; + } +} + +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g78_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + ARM_COMPUTE_UNUSED(b); + + if (!is_rhs_constant) + { + return CLGEMMKernelType::NATIVE; + } + + if (m == 1) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS; + } + + if (n <= 272.0000f) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS; + } + else + { + if (k <= 471.0000f) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS; + } + else + { + if (m <= 72.5000f) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS; + } + else + { + if (m <= 90.5000f) + { + return CLGEMMKernelType::RESHAPED; + } + else + { + if (k <= 2448.0000f) + { + if (n <= 756.0000f) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS; + } + else + { + return CLGEMMKernelType::RESHAPED; + } + } + else + { + return CLGEMMKernelType::RESHAPED; + } + } + } + } + } +} + +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g78_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + ARM_COMPUTE_UNUSED(m, n, k, b); + + if (!is_rhs_constant) + { + return CLGEMMKernelType::NATIVE; + } + + return CLGEMMKernelType::RESHAPED_ONLY_RHS; +} + +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g715_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + if (!is_rhs_constant) + { + return default_f32(m, n, k, b, is_rhs_constant); + } + + unsigned int best_m0; + unsigned int best_n0; + + if (opencl::kernels::gemm::is_mmul_kernel_preferred(m, n, k, b, DataType::F32, best_m0, best_n0)) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS_MMUL; + } + else + { + return default_f32(m, n, k, b, is_rhs_constant); + } +} + +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g715_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + if (!is_rhs_constant) + { + return g78_f16(m, n, k, b, is_rhs_constant); + } + + unsigned int best_m0; + unsigned int best_n0; + + if (opencl::kernels::gemm::is_mmul_kernel_preferred(m, n, k, b, DataType::F16, best_m0, best_n0)) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS_MMUL; + } + else + { + return g78_f16(m, n, k, b, is_rhs_constant); + } +} + +} // namespace cl_gemm +} // namespace arm_compute |