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authorGeorgios Pinitas <georgios.pinitas@arm.com>2021-06-25 05:42:57 +0100
committerGeorgios Pinitas <georgios.pinitas@arm.com>2021-06-29 12:38:33 +0000
commit5fdde99f4271891a40c02cd1e89f1344aa84583a (patch)
tree35944b8bb0eee6aa9bbca08c38325f10cf66370c /src/core/cpu/kernels/CpuElementwiseKernel.cpp
parent4a95bba6ca61ce99995ece6fd237b5498c9f322c (diff)
downloadComputeLibrary-5fdde99f4271891a40c02cd1e89f1344aa84583a.tar.gz
Improve selection speed of CPU implementations
CPU micro-kernel to be used was picked during kernel execution. Move selection during configuration to reduce runtime overhead. Standardize kernel names as follows: <simd_tech>_<data_type>_<data_layout>_<kernel_name> e.g. sve_fp32_nhwc_scale Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I544f1c08c8fef0f130a3bde61882ccb9a1f47f21 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5855 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/cpu/kernels/CpuElementwiseKernel.cpp')
-rw-r--r--src/core/cpu/kernels/CpuElementwiseKernel.cpp103
1 files changed, 54 insertions, 49 deletions
diff --git a/src/core/cpu/kernels/CpuElementwiseKernel.cpp b/src/core/cpu/kernels/CpuElementwiseKernel.cpp
index dc0c5b210d..dc574fce65 100644
--- a/src/core/cpu/kernels/CpuElementwiseKernel.cpp
+++ b/src/core/cpu/kernels/CpuElementwiseKernel.cpp
@@ -58,69 +58,68 @@ struct ElementwiseKernel
UKernelType *ukernel;
};
-template <ArithmeticOperation op>
-std::function<void(const ITensor *, const ITensor *, ITensor *, const Window &)>
-configure_arithm_func(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
+template <ArithmeticOperation op>
+CpuElementwiseKernel::UKernelInfo configure_arithm_func(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
{
ARM_COMPUTE_UNUSED(src1, dst);
static ElementwiseKernel kernels[] =
{
#if defined(ARM_COMPUTE_ENABLE_SVE)
{
- "sve_elementwise_fp32",
+ "sve_fp32_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::F32 && data.ci.has_sve(); },
REGISTER_FP32_SVE((arm_compute::cpu::elementwise_arithmetic_op<op, float32_t>))
},
{
- "sve_elementwise_s32",
+ "sve_s32_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::S32 && data.ci.has_sve(); },
REGISTER_INTEGER_SVE((arm_compute::cpu::elementwise_arithmetic_op<op, int32_t>))
},
{
- "sve_elementwise_s16",
+ "sve_s16_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::S16 && data.ci.has_sve(); },
REGISTER_INTEGER_SVE((arm_compute::cpu::elementwise_arithmetic_op<op, int16_t>))
},
#endif /* defined(ARM_COMPUTE_ENABLE_SVE) */
#if defined(ARM_COMPUTE_ENABLE_NEON)
{
- "neon_elementwise_f32",
+ "neon_fp32_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::F32; },
REGISTER_FP32_NEON((arm_compute::cpu::elementwise_arithm_op<op, typename wrapper::traits::neon_vector<float, 4>>))
},
{
- "neon_elementwise_s32",
+ "neon_s32_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::S32; },
REGISTER_INTEGER_NEON((arm_compute::cpu::elementwise_arithm_op<op, typename wrapper::traits::neon_vector<int32_t, 4>>))
},
#endif /* defined(ARM_COMPUTE_ENABLE_NEON) */
#if defined(ARM_COMPUTE_ENABLE_SVE2)
{
- "sve2_elementwise_qu8",
+ "sve2_qu8_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::QASYMM8 && data.ci.has_sve2(); },
REGISTER_QASYMM8_SVE((arm_compute::cpu::elementwise_arithmetic_quantized_op<op, uint8_t>))
},
{
- "sve2_elementwise_qs8",
+ "sve2_qs8_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::QASYMM8_SIGNED && data.ci.has_sve2(); },
REGISTER_QASYMM8_SIGNED_SVE((arm_compute::cpu::elementwise_arithmetic_quantized_op<op, int8_t>))
},
#endif /* defined(ARM_COMPUTE_ENABLE_SVE2) */
#if defined(ARM_COMPUTE_ENABLE_NEON) || defined(ARM_COMPUTE_ENABLE_SVE)
{
- "neon_elementwise_qu8",
+ "neon_qu8_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::QASYMM8; },
REGISTER_QASYMM8_NEON((arm_compute::cpu::elementwise_arithm_op_quantized<op>))
},
{
- "neon_elementwise_qs8",
+ "neon_qs8_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::QASYMM8_SIGNED; },
REGISTER_QASYMM8_SIGNED_NEON((arm_compute::cpu::elementwise_arithm_op_quantized_signed<op>))
},
#endif /* defined(ARM_COMPUTE_ENABLE_NEON) || defined(ARM_COMPUTE_ENABLE_SVE) */
#if defined(ARM_COMPUTE_ENABLE_SVE)
{
- "sve_elementwise_f16",
+ "sve_fp16_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::F16 && data.ci.has_sve(); },
REGISTER_FP16_SVE((arm_compute::cpu::elementwise_arithmetic_op<op, float16_t>))
},
@@ -128,13 +127,13 @@ configure_arithm_func(const ITensorInfo *src0, const ITensorInfo *src1, ITensorI
#if defined(ARM_COMPUTE_ENABLE_NEON)
#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC)
{
- "neon_elementwise_f16",
+ "neon_fp16_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::F16 && data.ci.has_fp16(); },
REGISTER_FP16_NEON((arm_compute::cpu::elementwise_arithm_op<op, typename wrapper::traits::neon_vector<float16_t, 8>>))
},
#endif /* defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) */
{
- "neon_elementwise_s16",
+ "neon_s16_elementwise",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::S16; },
REGISTER_INTEGER_NEON((arm_compute::cpu::elementwise_arithm_op<op, typename wrapper::traits::neon_vector<int16_t, 8>>))
},
@@ -145,98 +144,97 @@ configure_arithm_func(const ITensorInfo *src0, const ITensorInfo *src1, ITensorI
{
if(uk.is_selected({ src0->data_type(), CPUInfo::get() }))
{
- return uk.ukernel;
+ return { uk.name, uk.ukernel };
}
}
- return nullptr;
+ return { "", nullptr };
}
-template <ComparisonOperation op>
-std::function<void(const ITensor *, const ITensor *, ITensor *, const Window &)>
-configure_comp_func(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
+template <ComparisonOperation op>
+CpuElementwiseKernel::UKernelInfo configure_comp_func(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
{
ARM_COMPUTE_UNUSED(src1, dst);
static ElementwiseKernel kernels[] =
{
#if defined(ARM_COMPUTE_ENABLE_SVE)
{
- "sve_comparison_u8",
+ "sve_u8_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::U8 && data.ci.has_sve(); },
REGISTER_INTEGER_SVE((arm_compute::cpu::elementwise_comparison_op<op, uint8_t>))
},
{
- "sve_comparison_f32",
+ "sve_fp32_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::F32 && data.ci.has_sve(); },
REGISTER_FP32_SVE((arm_compute::cpu::elementwise_comparison_op<op, float>))
},
{
- "sve_comparison_s16",
+ "sve_s16_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::S16 && data.ci.has_sve(); },
REGISTER_INTEGER_SVE((arm_compute::cpu::elementwise_comparison_op<op, int16_t>))
},
{
- "sve_comparison_s32",
+ "sve_s32_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::S32 && data.ci.has_sve(); },
REGISTER_INTEGER_SVE((arm_compute::cpu::elementwise_comparison_op<op, int32_t>))
},
#endif /* defined(ARM_COMPUTE_ENABLE_SVE) */
#if defined(ARM_COMPUTE_ENABLE_NEON)
{
- "neon_comparison_u8",
+ "neon_u8_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::U8; },
REGISTER_INTEGER_NEON((arm_compute::cpu::elementwise_comp_op_8<op, uint8_t, uint8x16_t>))
},
{
- "neon_comparison_f32",
+ "neon_fp32_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::F32; },
REGISTER_FP32_NEON((arm_compute::cpu::elementwise_comp_op_32<op, float, float32x4_t>))
},
{
- "neon_comparison_s16",
+ "neon_s16_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::S16; },
REGISTER_INTEGER_NEON((arm_compute::cpu::elementwise_comp_op_16<op, int16_t, int16x8_t>))
},
{
- "neon_comparison_s32",
+ "neon_s32_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::S32; },
REGISTER_INTEGER_NEON((arm_compute::cpu::elementwise_comp_op_32<op, int32_t, int32x4_t>))
},
#endif /* defined(ARM_COMPUTE_ENABLE_NEON) */
#if defined(ARM_COMPUTE_ENABLE_SVE2)
{
- "sve_comparison_qu8",
+ "sve2_qu8_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::QASYMM8 && data.ci.has_sve2(); },
REGISTER_QASYMM8_SVE((arm_compute::cpu::elementwise_comparison_quantized_op<op, uint8_t>))
},
{
- "sve_comparison_qs8",
+ "sve2_qs8_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::QASYMM8_SIGNED && data.ci.has_sve2(); },
REGISTER_QASYMM8_SIGNED_SVE((arm_compute::cpu::elementwise_comparison_quantized_op<op, int8_t>))
},
#endif /* defined(ARM_COMPUTE_ENABLE_SVE2) */
#if defined(ARM_COMPUTE_ENABLE_NEON) || defined(ARM_COMPUTE_ENABLE_SVE)
{
- "neon_comparison_qu8",
+ "neon_qu8_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::QASYMM8; },
REGISTER_QASYMM8_NEON((arm_compute::cpu::elementwise_comp_op_quantized<op>))
},
{
- "neon_comparison_qs8",
+ "neon_qs8_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::QASYMM8_SIGNED; },
REGISTER_QASYMM8_SIGNED_NEON((arm_compute::cpu::elementwise_comp_op_quantized_signed<op>))
},
#endif /* defined(ARM_COMPUTE_ENABLE_NEON) || defined(ARM_COMPUTE_ENABLE_SVE) */
#if defined(ARM_COMPUTE_ENABLE_SVE)
{
- "sve_comparison_f16",
+ "sve_fp16_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::F16 && data.ci.has_sve(); },
REGISTER_FP16_SVE((arm_compute::cpu::elementwise_comparison_op<op, float16_t>))
},
#endif /* defined(ARM_COMPUTE_ENABLE_SVE) */
#if defined(ARM_COMPUTE_ENABLE_NEON) && defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC)
{
- "neon_comparison_f16",
+ "neon_fp16_comparison",
[](const ElementwiseSelectorData & data) { return data.dt == DataType::F16 && data.ci.has_fp16(); },
REGISTER_FP16_NEON((arm_compute::cpu::elementwise_comp_op_16<op, float16_t, float16x8_t>))
},
@@ -247,11 +245,11 @@ configure_comp_func(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInf
{
if(uk.is_selected({ src0->data_type(), CPUInfo::get() }))
{
- return uk.ukernel;
+ return { uk.name, uk.ukernel };
}
}
- return nullptr;
+ return { "", nullptr };
}
} // namespace
@@ -278,6 +276,11 @@ void CpuElementwiseKernel::configure_common(const ITensorInfo *src0, const ITens
{
ARM_COMPUTE_ERROR_ON_NULLPTR(src0, src1, dst);
+ const auto uk = get_implementation(src0, src1, dst);
+
+ _run_method = uk.ukernel;
+ _name = std::string("CpuElementwiseKernel").append("/").append(uk.name);
+
// If any of shapes is dynamic, expect a configured window and dst at run-time.
if(src0->is_dynamic() || src1->is_dynamic())
{
@@ -292,22 +295,26 @@ void CpuElementwiseKernel::configure_common(const ITensorInfo *src0, const ITens
void CpuElementwiseKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info)
{
ARM_COMPUTE_UNUSED(info);
+ ARM_COMPUTE_ERROR_ON(_run_method == nullptr);
auto src0 = tensors.get_const_tensor(TensorType::ACL_SRC_0);
auto src1 = tensors.get_const_tensor(TensorType::ACL_SRC_1);
auto dst = tensors.get_tensor(TensorType::ACL_DST);
- auto function = get_implementation(src0->info(), src1->info(), dst->info());
- ARM_COMPUTE_ERROR_ON(function == nullptr);
- function(src0, src1, dst, window);
+ _run_method(src0, src1, dst, window);
+}
+
+const char *CpuElementwiseKernel::name() const
+{
+ return _name.c_str();
}
/** Arithmetic operators (min, max, squared_diff) */
void CpuArithmeticKernel::configure(ArithmeticOperation op, const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
{
ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src0, *src1, *dst));
- configure_common(src0, src1, dst);
_op = op;
+ configure_common(src0, src1, dst);
}
Status CpuArithmeticKernel::validate_arguments(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst)
@@ -329,8 +336,7 @@ Status CpuArithmeticKernel::validate(ArithmeticOperation op, const ITensorInfo *
return Status{};
}
-std::function<CpuElementwiseKernel::ElementwiseFunction>
-CpuArithmeticKernel::get_implementation(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
+CpuElementwiseKernel::UKernelInfo CpuArithmeticKernel::get_implementation(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
{
switch(_op)
{
@@ -349,7 +355,7 @@ CpuArithmeticKernel::get_implementation(const ITensorInfo *src0, const ITensorIn
default:
ARM_COMPUTE_ERROR("NOT_SUPPORTED!");
}
- return nullptr;
+ return { "", nullptr };
}
/** The division operator */
@@ -357,8 +363,8 @@ CpuArithmeticKernel::get_implementation(const ITensorInfo *src0, const ITensorIn
void CpuDivisionKernel::configure(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
{
ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src0, *src1, *dst));
- configure_common(src0, src1, dst);
_op = ArithmeticOperation::DIV;
+ configure_common(src0, src1, dst);
}
Status CpuDivisionKernel::validate_arguments(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst)
@@ -378,8 +384,8 @@ Status CpuDivisionKernel::validate(const ITensorInfo *src0, const ITensorInfo *s
void CpuPowerKernel::configure(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
{
ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src0, *src1, *dst));
- configure_common(src0, src1, dst);
_op = ArithmeticOperation::POWER;
+ configure_common(src0, src1, dst);
}
Status CpuPowerKernel::validate_arguments(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst)
@@ -399,8 +405,8 @@ Status CpuPowerKernel::validate(const ITensorInfo *src0, const ITensorInfo *src1
void CpuComparisonKernel::configure(ComparisonOperation op, const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
{
ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src0, *src1, *dst));
- configure_common(src0, src1, dst);
_op = op;
+ configure_common(src0, src1, dst);
}
Status CpuComparisonKernel::validate_arguments(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst)
@@ -422,8 +428,7 @@ Status CpuComparisonKernel::validate(ComparisonOperation op, const ITensorInfo *
return Status{};
}
-std::function<CpuElementwiseKernel::ElementwiseFunction>
-CpuComparisonKernel::get_implementation(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
+CpuElementwiseKernel::UKernelInfo CpuComparisonKernel::get_implementation(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst)
{
switch(_op)
{
@@ -442,7 +447,7 @@ CpuComparisonKernel::get_implementation(const ITensorInfo *src0, const ITensorIn
default:
ARM_COMPUTE_ERROR("NOT_SUPPORTED!");
}
- return nullptr;
+ return { "", nullptr };
}
} // namespace kernels
} // namespace cpu