GitOrigin-RevId: 21d17e647a
release-1.5
@@ -28,6 +28,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_STRIDE1"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_FilterxModexStride1) | |||
}; | |||
class PoolingImpl::AlgoFilter2ModexStride2 final : public AlgoBase { | |||
@@ -38,6 +39,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_STRIDE2"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Filter2ModexStride2) | |||
}; | |||
class PoolingImpl::AlgoFilter3MaxStride2 final : public AlgoBase { | |||
public: | |||
@@ -47,6 +49,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_FILTER3_MAX"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Filter3MaxStride2) | |||
}; | |||
class PoolingImpl::AlgoFilter3AverageStride2 final : public AlgoBase { | |||
@@ -57,6 +60,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_FILTER3_AVERAGE"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Filter3AverageStride2) | |||
}; | |||
class PoolingImpl::AlgoFilter4MaxStride2 final : public AlgoBase { | |||
@@ -67,6 +71,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_FILTER4_MAX"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Filter4MaxStride2) | |||
}; | |||
class PoolingImpl::AlgoFilter5MaxStride2 final : public AlgoBase { | |||
@@ -77,6 +82,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_FILTER5_MAX"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Filter5MaxStride2) | |||
}; | |||
class PoolingImpl::AlgoInt8Filter2MaxStride2 final : public AlgoBase { | |||
@@ -87,6 +93,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_INT8_FILTER2X2"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Int8Filter2MaxStride2) | |||
}; | |||
class PoolingImpl::AlgoInt8Filter3MaxStride2 final : public AlgoBase { | |||
@@ -97,6 +104,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_INT8_FILTER3X3"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Int8Filter3MaxStride2) | |||
}; | |||
class PoolingImpl::AlgoFilter3ModexStridexNCHW44 final : public AlgoBase { | |||
@@ -107,6 +115,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_FILTER3_MODEX_STRIDEX_NCHW44"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Filter3ModexStridexNCHW44) | |||
}; | |||
class PoolingImpl::AlgoFilter2ModexStridexNCHW44 final : public AlgoBase { | |||
@@ -117,6 +126,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_FILTER2_MODEX_STRIDEX_NCHW44"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Filter2ModexStridexNCHW44) | |||
}; | |||
class PoolingImpl::AlgoFilter4ModexStridexNCHW44 final : public AlgoBase { | |||
@@ -127,6 +137,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_FILTER4_MODEX_STRIDEX_NCHW44"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Filter4ModexStridexNCHW44) | |||
}; | |||
class PoolingImpl::AlgoFilter5ModexStridexNCHW44 final : public AlgoBase { | |||
@@ -137,6 +148,7 @@ public: | |||
const char* name() const override { return "ARM_POOLING_FILTER5_MODEX_STRIDEX_NCHW44"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Filter5ModexStridexNCHW44) | |||
}; | |||
class PoolingImpl::AlgoFp32ModexStridexNCHW44 final : public AlgoBase { | |||
public: | |||
@@ -146,6 +158,17 @@ public: | |||
const char* name() const override { return "ARM_POOLING_FP32_MODEX_STRIDEX_NCHW44"; } | |||
bool usable(const PoolingKernSizeParam& param) const override; | |||
void exec(const PoolingKernParam& param) const override; | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Fp32ModexStridexNCHW44) | |||
}; | |||
class PoolingImpl::AlgoFallback final : public AlgoBase { | |||
public: | |||
AlgoAttribute attribute() const override { | |||
return AlgoAttribute::REPRODUCIBLE; | |||
}; | |||
const char* name() const override { return "FALLBACK_POOLING"; } | |||
bool usable(const PoolingKernSizeParam&) const override { return true; } | |||
void exec(const PoolingKernParam&) const override {} | |||
MEGDNN_DECL_ALGO_TYPE(ARM_Fallback) | |||
}; | |||
WorkspaceBundle get_bundle(const PoolingImpl::PoolingKernSizeParam& param); | |||
@@ -12,11 +12,14 @@ | |||
#include "src/arm_common/pooling/opr_impl.h" | |||
#include "src/arm_common/pooling/algo.h" | |||
#include "src/common/metahelper.h" | |||
#include "src/common/algo_chooser.h" | |||
using namespace megdnn; | |||
using namespace arm_common; | |||
class PoolingImpl::AlgoPack : NonCopyableObj { | |||
private: | |||
AlgoBase::Mapper m_all_algos_map; | |||
AlgoFilterxModexStride1 algo_filterx_modex_stride1; | |||
AlgoFilter2ModexStride2 algo_filter2_modex_stride2; | |||
AlgoFilter3MaxStride2 algo_filter3_max_stride2; | |||
@@ -30,6 +33,7 @@ class PoolingImpl::AlgoPack : NonCopyableObj { | |||
AlgoFilter4ModexStridexNCHW44 algo_filter4_modex_stridex_nchw4; | |||
AlgoFilter5ModexStridexNCHW44 algo_filter5_modex_stridex_nchw4; | |||
AlgoFp32ModexStridexNCHW44 algo_fp32_modex_stridex_nchw44; | |||
AlgoFallback algo_fallback; | |||
public: | |||
AlgoPack() { | |||
@@ -46,10 +50,18 @@ public: | |||
all_algos.emplace_back(&algo_filter4_modex_stridex_nchw4); | |||
all_algos.emplace_back(&algo_filter5_modex_stridex_nchw4); | |||
all_algos.emplace_back(&algo_fp32_modex_stridex_nchw44); | |||
all_algos.emplace_back(&algo_fallback); | |||
for (auto&& algo : all_algos) { | |||
m_all_algos_map.emplace(algo->info().desc, algo); | |||
} | |||
} | |||
SmallVector<AlgoBase*> all_algos; | |||
const AlgoBase::Mapper& all_algos_map() const { return m_all_algos_map; } | |||
}; | |||
PoolingImpl::AlgoPack PoolingImpl::sm_algo_pack; | |||
PoolingImpl::PoolingKernSizeParam PoolingImpl::make_pooling_kern_szie_param( | |||
fallback::PoolingImpl* opr, const TensorLayout& src, | |||
const TensorLayout& dst) { | |||
@@ -89,44 +101,36 @@ PoolingImpl::PoolingKernParam PoolingImpl::make_pooling_kern_param( | |||
size_t PoolingImpl::get_workspace_in_bytes(const TensorLayout& src, | |||
const TensorLayout& dst) { | |||
bool find_algo = false; | |||
static AlgoPack m_algo_pack; | |||
auto param = make_pooling_kern_szie_param(this, src, dst); | |||
for (auto& m_algo : m_algo_pack.all_algos) { | |||
if (m_algo->usable(param)) { | |||
find_algo = true; | |||
break; | |||
} | |||
} | |||
size_t arm_common_workspace = 0; | |||
//! When multi-thread, every thread has its own workspace | |||
size_t nr_threads = static_cast<naive::HandleImpl*>(handle()) | |||
->megcore_dispatcher() | |||
->nr_threads(); | |||
if ((param.src_type.category() == DTypeCategory::FLOAT || | |||
param.src_type == dtype::Int8{} || | |||
param.src_type.enumv() == DTypeEnum::QuantizedS8 || | |||
param.src_type.enumv() == DTypeEnum::Quantized8Asymm) && | |||
param.filter[0] == param.filter[1] && | |||
(param.filter[0] == 3 || param.filter[0] == 5) && | |||
param.format == Param::Format::NCHW && | |||
(param.mode == Mode::MAX || | |||
(param.mode == Mode::AVERAGE && param.filter[0] == 3)) && | |||
param.stride[0] == 2 && param.stride[1] == 2 && param.isz[0] >= 2 && | |||
param.isz[1] >= 2) { | |||
WorkspaceBundle ws = get_bundle(param); | |||
arm_common_workspace = ws.total_size_in_bytes() * nr_threads; | |||
} | |||
auto algo = get_algorithm(this, src, dst); | |||
if (!is_fallback_algo(algo)) { | |||
size_t arm_common_workspace = 0; | |||
if ((param.src_type.enumv() == DTypeEnum::QuantizedS8 || | |||
param.src_type.enumv() == DTypeEnum::Int8) && | |||
(param.format == param::Pooling::Format::NCHW44)) { | |||
WorkspaceBundle ws = get_bundle_nchw44(param); | |||
arm_common_workspace = ws.total_size_in_bytes() * nr_threads; | |||
} | |||
//! When multi-thread, every thread has its own workspace | |||
size_t nr_threads = static_cast<naive::HandleImpl*>(handle()) | |||
->megcore_dispatcher() | |||
->nr_threads(); | |||
if ((param.src_type.category() == DTypeCategory::FLOAT || | |||
param.src_type == dtype::Int8{} || | |||
param.src_type.enumv() == DTypeEnum::QuantizedS8 || | |||
param.src_type.enumv() == DTypeEnum::Quantized8Asymm) && | |||
param.filter[0] == param.filter[1] && | |||
(param.filter[0] == 3 || param.filter[0] == 5) && | |||
param.format == Param::Format::NCHW && | |||
(param.mode == Mode::MAX || | |||
(param.mode == Mode::AVERAGE && param.filter[0] == 3)) && | |||
param.stride[0] == 2 && param.stride[1] == 2 && param.isz[0] >= 2 && | |||
param.isz[1] >= 2) { | |||
WorkspaceBundle ws = get_bundle(param); | |||
arm_common_workspace = ws.total_size_in_bytes() * nr_threads; | |||
} | |||
if (find_algo) { | |||
if ((param.src_type.enumv() == DTypeEnum::QuantizedS8 || | |||
param.src_type.enumv() == DTypeEnum::Int8) && | |||
(param.format == param::Pooling::Format::NCHW44)) { | |||
WorkspaceBundle ws = get_bundle_nchw44(param); | |||
arm_common_workspace = ws.total_size_in_bytes() * nr_threads; | |||
} | |||
return arm_common_workspace; | |||
} else { | |||
auto fallback_worksapce = | |||
@@ -139,14 +143,48 @@ void PoolingImpl::exec(_megdnn_tensor_in src, _megdnn_tensor_out dst, | |||
_megdnn_workspace workspace) { | |||
check_exec(src.layout, dst.layout, workspace.size); | |||
auto param = make_pooling_kern_param(this, src, dst, workspace); | |||
static AlgoPack m_algo_pack; | |||
for (auto& m_algo : m_algo_pack.all_algos) { | |||
if (m_algo->usable(param)) { | |||
m_algo->exec(param); | |||
return; | |||
auto algo = get_algorithm(this, src.layout, dst.layout); | |||
if (!is_fallback_algo(algo)) { | |||
algo->exec(param); | |||
} else { | |||
fallback::PoolingImpl::exec(src, dst, workspace); | |||
} | |||
} | |||
MEGDNN_DEF_GET_ALGO_FROM_DESC(PoolingImpl); | |||
std::vector<Algorithm*> PoolingImpl::get_all_algorithms( | |||
const TensorLayout& src, const TensorLayout& dst) { | |||
auto param = make_pooling_kern_szie_param(this, src, dst); | |||
std::vector<Algorithm*> ret; | |||
ret.reserve(algo_pack().all_algos.size()); | |||
for (auto i : algo_pack().all_algos) { | |||
if (i->usable(param)) { | |||
ret.push_back(i); | |||
} | |||
} | |||
megdnn_assert(!ret.empty(), "no usable pooling fwd algorithm"); | |||
return ret; | |||
} | |||
Algorithm* PoolingImpl::get_algorithm_heuristic( | |||
const TensorLayout& src, const TensorLayout& dst, | |||
size_t workspace_limit_in_bytes, const AlgoAttribute& positive_attr, | |||
const AlgoAttribute& negative_attr) { | |||
MEGDNN_MARK_USED_VAR(workspace_limit_in_bytes); | |||
auto param = make_pooling_kern_szie_param(this, src, dst); | |||
for (auto&& iter : sm_algo_pack.all_algos) { | |||
if (iter->is_available_attribute(param, positive_attr, negative_attr)) { | |||
return iter; | |||
} | |||
} | |||
fallback::PoolingImpl::exec(src, dst, workspace); | |||
megdnn_throw( | |||
ssprintf("require algorithm with attribute(%s) and without " | |||
"attribute(%s), but can't get suitable algo.\n", | |||
Algorithm::attribute_str(positive_attr).c_str(), | |||
Algorithm::attribute_str(negative_attr).c_str())); | |||
return nullptr; | |||
} | |||
// vim: syntax=cpp.doxygen |
@@ -12,11 +12,30 @@ | |||
#pragma once | |||
#include "megdnn/oprs/base.h" | |||
#include "src/fallback/pooling/opr_impl.h" | |||
#include <unordered_map> | |||
namespace megdnn { | |||
namespace arm_common { | |||
class PoolingImpl final : public fallback::PoolingImpl { | |||
private: | |||
class AlgoFilterxModexStride1; | |||
class AlgoFilter2ModexStride2; | |||
class AlgoFilter3MaxStride2; | |||
class AlgoFilter3AverageStride2; | |||
class AlgoFilter4MaxStride2; | |||
class AlgoFilter5MaxStride2; | |||
class AlgoInt8Filter2MaxStride2; | |||
class AlgoInt8Filter3MaxStride2; | |||
class AlgoFilter2ModexStridexNCHW44; | |||
class AlgoFilter3ModexStridexNCHW44; | |||
class AlgoFilter4ModexStridexNCHW44; | |||
class AlgoFilter5ModexStridexNCHW44; | |||
class AlgoFp32ModexStridexNCHW44; | |||
class AlgoFallback; | |||
class AlgoPack; | |||
static AlgoPack sm_algo_pack; | |||
public: | |||
using fallback::PoolingImpl::PoolingImpl; | |||
void exec(_megdnn_tensor_in src, _megdnn_tensor_out dst, | |||
@@ -70,28 +89,68 @@ public: | |||
_megdnn_workspace workspace); | |||
class AlgoBase : public detail::Algorithm { | |||
public: | |||
enum class AlgoType : uint32_t { | |||
ARM_FilterxModexStride1, | |||
ARM_Filter2ModexStride2, | |||
ARM_Filter3MaxStride2, | |||
ARM_Filter3AverageStride2, | |||
ARM_Filter4MaxStride2, | |||
ARM_Filter5MaxStride2, | |||
ARM_Int8Filter2MaxStride2, | |||
ARM_Int8Filter3MaxStride2, | |||
ARM_Filter2ModexStridexNCHW44, | |||
ARM_Filter3ModexStridexNCHW44, | |||
ARM_Filter4ModexStridexNCHW44, | |||
ARM_Filter5ModexStridexNCHW44, | |||
ARM_Fp32ModexStridexNCHW44, | |||
ARM_Fallback | |||
}; | |||
using Mapper = std::unordered_map<AlgorithmDesc, AlgoBase*>; | |||
AlgoBase() : Algorithm() { m_handle_type = Handle::HandleType::ARM_COMMON; } | |||
virtual ~AlgoBase() = default; | |||
virtual bool usable(const PoolingKernSizeParam& param) const = 0; | |||
virtual void exec(const PoolingKernParam& param) const = 0; | |||
uint32_t type() const override { return INVALID_ALGO_TYPE; }; | |||
bool is_available_attribute( | |||
const PoolingKernSizeParam& param, | |||
const AlgoAttribute& positive_attr = | |||
AlgoAttribute::REPRODUCIBLE, | |||
const AlgoAttribute& negative_attr = AlgoAttribute::DEFAULT) { | |||
return contain_attribute_all(positive_attr) && | |||
!contain_attribute_any(negative_attr) && usable(param); | |||
} | |||
}; | |||
private: | |||
class AlgoFilterxModexStride1; | |||
class AlgoFilter2ModexStride2; | |||
class AlgoFilter3MaxStride2; | |||
class AlgoFilter3AverageStride2; | |||
class AlgoFilter4MaxStride2; | |||
class AlgoFilter5MaxStride2; | |||
class AlgoInt8Filter2MaxStride2; | |||
class AlgoInt8Filter3MaxStride2; | |||
class AlgoFilter2ModexStridexNCHW44; | |||
class AlgoFilter3ModexStridexNCHW44; | |||
class AlgoFilter4ModexStridexNCHW44; | |||
class AlgoFilter5ModexStridexNCHW44; | |||
class AlgoFp32ModexStridexNCHW44; | |||
class AlgoPack; | |||
const char* get_algorithm_set_name() const override { | |||
return "ARM_POOLING_FORWARD"; | |||
} | |||
Algorithm* get_algorithm_from_desc(const AlgorithmDesc&) override; | |||
std::vector<Algorithm*> get_all_algorithms( | |||
const TensorLayout& src, const TensorLayout& dst) override; | |||
Algorithm* get_algorithm_heuristic( | |||
const TensorLayout& src, const TensorLayout& dst, | |||
size_t workspace_limit_in_bytes, const AlgoAttribute& positive_attr, | |||
const AlgoAttribute& negative_attr) override; | |||
AlgorithmInfo get_algorithm_info_heuristic( | |||
const TensorLayout& src, const TensorLayout& dst, | |||
size_t workspace_limit_in_bytes, const AlgoAttribute& positive_attr, | |||
const AlgoAttribute& negative_attr) { | |||
return get_algorithm_heuristic(src, dst, workspace_limit_in_bytes, | |||
positive_attr, negative_attr) | |||
->info(); | |||
} | |||
static const AlgoPack& algo_pack() { return sm_algo_pack; } | |||
bool is_fallback_algo(Algorithm* algo) { | |||
return strcmp(algo->name(), "FALLBACK_POOLING") == 0; | |||
} | |||
}; | |||
} // namespace arm_common | |||
} // namespace megdnn | |||