From a4ac5e7e8f96a73eaa217e393a6f5e33644c579f Mon Sep 17 00:00:00 2001 From: Megvii Engine Team Date: Mon, 11 Oct 2021 13:24:35 +0800 Subject: [PATCH] fix(mgb/gopt): fix profiler cache when build without opr type info name GitOrigin-RevId: 0eba678f2b310a9e6968916d4427e30a46b2a7a9 --- src/core/impl/utils/infile_persistent_cache.cpp | 38 +- .../megbrain/utils/infile_persistent_cache.h | 9 +- src/core/include/megbrain/utils/persistent_cache.h | 2 +- .../impl/global_layout_transform/opr_safe_dump.cpp | 45 +- .../impl/global_layout_transform/opr_safe_dump.h | 14 +- .../global_layout_transform/profiler_cache.cpp | 42 +- .../impl/global_layout_transform/profiler_impl.cpp | 53 +- src/gopt/include/megbrain/gopt/profiler.h | 102 +- src/gopt/test/cache_data.h | 14623 ++++++++++++++----- src/gopt/test/embed_cache.py | 16 +- src/gopt/test/layout_transform_pass.cpp | 80 +- 11 files changed, 11245 insertions(+), 3779 deletions(-) diff --git a/src/core/impl/utils/infile_persistent_cache.cpp b/src/core/impl/utils/infile_persistent_cache.cpp index 5171ff78..bd5df480 100644 --- a/src/core/impl/utils/infile_persistent_cache.cpp +++ b/src/core/impl/utils/infile_persistent_cache.cpp @@ -13,7 +13,7 @@ #if defined(_WIN32) #include -#define F_OK 0 +#define F_OK 0 #define access(a, b) _access(a, b) #elif __linux__ || __unix__ || __APPLE__ #include @@ -32,8 +32,9 @@ public: template void read(T& val) { - static_assert(std::is_trivially_copyable::value, - "only support trivially copyable type"); + static_assert( + std::is_trivially_copyable::value, + "only support trivially copyable type"); mgb_assert(m_offset + sizeof(T) <= m_size); memcpy(&val, m_ptr, sizeof(T)); m_offset += sizeof(T); @@ -42,8 +43,9 @@ public: template void read(T* buf, size_t size) { - static_assert(std::is_trivially_copyable::value && sizeof(T) == 1, - "only support read bytes"); + static_assert( + std::is_trivially_copyable::value && sizeof(T) == 1, + "only support read bytes"); mgb_assert(m_offset + size <= m_size); memcpy(buf, m_ptr, size); m_offset += size; @@ -67,20 +69,21 @@ public: template void read(T& val) { - static_assert(std::is_trivially_copyable::value, - "only support trivially copyable type"); + static_assert( + std::is_trivially_copyable::value, + "only support trivially copyable type"); auto ret = fread(&val, sizeof(T), 1, m_fp); mgb_assert(ret == 1); } template void read(T* buf, size_t size) { - static_assert(std::is_trivially_copyable::value && sizeof(T) == 1, - "only support read bytes"); + static_assert( + std::is_trivially_copyable::value && sizeof(T) == 1, + "only support read bytes"); auto ret = fread(buf, size, 1, m_fp); mgb_assert(ret == 1); } - }; //////////////////////// InFilePersistentCache::OutputFile /////////////// @@ -114,8 +117,8 @@ public: //////////////////////// InFilePersistentCache::BlobStorage /////////////// template -InFilePersistentCache::BlobStorage& -InFilePersistentCache::BlobStorage::init_from_input(Input& inp) { +InFilePersistentCache::BlobStorage& InFilePersistentCache::BlobStorage::init_from_input( + Input& inp) { uint32_t data_size; inp.read(data_size); size = data_size; @@ -125,15 +128,14 @@ InFilePersistentCache::BlobStorage::init_from_input(Input& inp) { return *this; } -void InFilePersistentCache::BlobStorage::write_to_file( - OutputFile& out_file) const { +void InFilePersistentCache::BlobStorage::write_to_file(OutputFile& out_file) const { uint32_t u_size = size; out_file.write(u_size); out_file.write(data_refhold.get(), u_size); } -InFilePersistentCache::BlobStorage& -InFilePersistentCache::BlobStorage::init_data_ref(const Blob& b) { +InFilePersistentCache::BlobStorage& InFilePersistentCache::BlobStorage::init_data_ref( + const Blob& b) { data_refhold = std::make_unique(b.size + 1); memcpy(data_refhold.get(), b.ptr, b.size); data_refhold.get()[b.size] = 0; // for C-string safety @@ -227,8 +229,8 @@ Maybe InFilePersistentCache::get( return iter1->second; } -void InFilePersistentCache::put(const std::string& category, const Blob& key, - const Blob& value) { +void InFilePersistentCache::put( + const std::string& category, const Blob& key, const Blob& value) { BlobStorage key_storage; key_storage.init_data_ref(key).init_hash(); diff --git a/src/core/include/megbrain/utils/infile_persistent_cache.h b/src/core/include/megbrain/utils/infile_persistent_cache.h index 28b28bef..58f069d4 100644 --- a/src/core/include/megbrain/utils/infile_persistent_cache.h +++ b/src/core/include/megbrain/utils/infile_persistent_cache.h @@ -49,13 +49,15 @@ class InFilePersistentCache final : public PersistentCache { size_t operator()(const BlobStorage& b) const { return b.hash; } }; }; - std::unordered_map> + std::unordered_map< + std::string, + std::unordered_map> m_cache; MGB_MUTEX m_mtx; template void read_cache(Input& inp); + public: InFilePersistentCache() = default; InFilePersistentCache(const char* path); @@ -68,8 +70,7 @@ public: void dump_cache(const char* path); Maybe get(const std::string& category, const Blob& key) override; - void put(const std::string& category, const Blob& key, - const Blob& value) override; + void put(const std::string& category, const Blob& key, const Blob& value) override; bool support_dump_cache() override { return true; } }; } // namespace mgb diff --git a/src/core/include/megbrain/utils/persistent_cache.h b/src/core/include/megbrain/utils/persistent_cache.h index 8c881aea..01dc093b 100644 --- a/src/core/include/megbrain/utils/persistent_cache.h +++ b/src/core/include/megbrain/utils/persistent_cache.h @@ -40,7 +40,7 @@ public: const std::string& category, const Blob& key, const Blob& value) = 0; virtual bool support_dump_cache() { return false; } - + //! set an implementation; return the original implementation static std::shared_ptr set_impl( std::shared_ptr impl); diff --git a/src/gopt/impl/global_layout_transform/opr_safe_dump.cpp b/src/gopt/impl/global_layout_transform/opr_safe_dump.cpp index 28c18791..5cf07b3c 100644 --- a/src/gopt/impl/global_layout_transform/opr_safe_dump.cpp +++ b/src/gopt/impl/global_layout_transform/opr_safe_dump.cpp @@ -18,6 +18,7 @@ #include "megbrain/opr/nn_int.h" #include "megbrain/opr/tensor_manip.h" +#include "megbrain/utils/hash_ct.h" #include "midout.h" MIDOUT_DECL(megbrain_opr_safe_dump) #define MIDOUT_B(...) MIDOUT_BEGIN(megbrain_opr_safe_dump, __VA_ARGS__) { @@ -38,24 +39,34 @@ template <> void write_param(std::string& /* data */, const DType& /* dtype */) {} template -struct OprDumpImpl { - static std::string dump(const cg::OperatorNodeBase* opr_) { - MIDOUT_B(Opr) - auto&& opr = opr_->cast_final_safe(); - std::string data; - write_param(data, opr.param()); - return data; - MIDOUT_E - } -}; +struct OprDumpImpl; -#define INST(_Opr) \ +#define cb(_Opr) \ + template <> \ + struct OprDumpImpl<_Opr> { \ + static std::string dump(const cg::OperatorNodeBase* opr_) { \ + MIDOUT_B(_Opr) \ + auto&& opr = opr_->cast_final_safe<_Opr>(); \ + std::string data; \ + auto opr_hash = MGB_HASH_STR(#_Opr); \ + write_param(data, opr_hash); \ + write_param(data, opr.param()); \ + return data; \ + MIDOUT_E \ + } \ + }; +FOREACH_SUPPORTED_OPR_WITHOUT_EXECUTION_POLICY(cb) +#undef cb + +#define cb(_Opr) \ template <> \ struct OprDumpImpl<_Opr> { \ static std::string dump(const cg::OperatorNodeBase* opr_) { \ MIDOUT_B(_Opr) \ auto&& opr = opr_->cast_final_safe<_Opr>(); \ std::string data; \ + auto opr_hash = MGB_HASH_STR(#_Opr); \ + write_param(data, opr_hash); \ write_param(data, opr.param()); \ using ExecutionPolicy = megdnn::param::ExecutionPolicy; \ ExecutionPolicy policy{ \ @@ -66,11 +77,8 @@ struct OprDumpImpl { MIDOUT_E \ } \ }; -INST(Convolution); -INST(ConvBiasForward); -INST(ConvolutionBackwardData); -INST(PoolingForward); -#undef INST +FOREACH_SUPPORTED_OPR_WITH_EXECUTION_POLICY(cb) +#undef cb } // namespace namespace mgb { @@ -83,8 +91,9 @@ std::string opr_safe_dump(const cg::OperatorNodeBase* opr) { return OprDumpImpl<_Opr>::dump(opr); \ } else FOREACH_SUPPORTED_OPR(cb) { - mgb_throw(InternalError, "unsupported operator(got:%s)", - opr->dyn_typeinfo()->name); + mgb_throw( + InternalError, "unsupported operator(got:%s)", + opr->dyn_typeinfo()->name); } #undef cb } diff --git a/src/gopt/impl/global_layout_transform/opr_safe_dump.h b/src/gopt/impl/global_layout_transform/opr_safe_dump.h index d25be51d..5a178de8 100644 --- a/src/gopt/impl/global_layout_transform/opr_safe_dump.h +++ b/src/gopt/impl/global_layout_transform/opr_safe_dump.h @@ -16,10 +16,16 @@ namespace mgb { namespace gopt { namespace intl { -#define FOREACH_SUPPORTED_OPR(cb) \ - cb(Convolution) cb(ConvBiasForward) cb(ConvolutionBackwardData) \ - cb(PoolingForward) cb(WarpPerspective) cb(Resize) cb(Elemwise) \ - cb(ElemwiseMultiType) cb(Concat) cb(PowC) cb(TypeCvt) +#define FOREACH_SUPPORTED_OPR_WITHOUT_EXECUTION_POLICY(cb) \ + cb(WarpPerspective) cb(Resize) cb(Elemwise) cb(ElemwiseMultiType) cb(Concat) \ + cb(PowC) cb(TypeCvt) + +#define FOREACH_SUPPORTED_OPR_WITH_EXECUTION_POLICY(cb) \ + cb(Convolution) cb(ConvBiasForward) cb(ConvolutionBackwardData) cb(PoolingForward) + +#define FOREACH_SUPPORTED_OPR(cb) \ + FOREACH_SUPPORTED_OPR_WITHOUT_EXECUTION_POLICY(cb) \ + FOREACH_SUPPORTED_OPR_WITH_EXECUTION_POLICY(cb) std::string opr_safe_dump(const cg::OperatorNodeBase* opr); diff --git a/src/gopt/impl/global_layout_transform/profiler_cache.cpp b/src/gopt/impl/global_layout_transform/profiler_cache.cpp index cfa70340..b606c99d 100644 --- a/src/gopt/impl/global_layout_transform/profiler_cache.cpp +++ b/src/gopt/impl/global_layout_transform/profiler_cache.cpp @@ -11,8 +11,8 @@ */ #include "./opr_safe_dump.h" -#include "megbrain/gopt/profiler.h" #include "megbrain/comp_node_env.h" +#include "megbrain/gopt/profiler.h" using namespace mgb; using namespace gopt; @@ -21,9 +21,6 @@ using ReformatKey = ReformatManager::ReformatKey; // =================== ProfilerCache ====================== void ProfilerCache::Key::build_blob_from_opr() { auto&& opr = m_key_impl.opr_key.opr; - // process opr type - auto type = opr->dyn_typeinfo()->name; - size_t type_size = strlen(type); // process opr param auto data = intl::opr_safe_dump(opr); @@ -32,11 +29,7 @@ void ProfilerCache::Key::build_blob_from_opr() { size_t nr_inputs = opr->input().size(); size_t nr_outputs = opr->usable_output().size(); size_t nr_layouts = nr_inputs + nr_outputs; - m_blob_storage.reserve(sizeof(TensorLayout) * 3 * nr_layouts + type_size + - param_size); - - // serialize opr type - m_blob_storage.append(type, type_size); + m_blob_storage.reserve(sizeof(TensorLayout) * 3 * nr_layouts + param_size); // serialize param const char* data_ptr = reinterpret_cast(data.data()); @@ -70,12 +63,12 @@ void ProfilerCache::Key::build_blob_from_opr() { } // serialize opr_format - m_blob_storage.append(std::to_string( - static_cast(m_key_impl.opr_key.opr_format))); + m_blob_storage.append( + std::to_string(static_cast(m_key_impl.opr_key.opr_format))); // serialize extra_attribute - m_blob_storage.append(std::to_string( - static_cast(m_key_impl.opr_key.extra_attribute))); + m_blob_storage.append( + std::to_string(static_cast(m_key_impl.opr_key.extra_attribute))); } void ProfilerCache::Key::build_category(CompNode cn) { @@ -85,8 +78,8 @@ void ProfilerCache::Key::build_category(CompNode cn) { #if MGB_CUDA case CompNode::DeviceType::CUDA: { auto&& prop = env.cuda_env().device_prop; - m_category += ssprintf("plat=cuda;dev=%s;cap=%d.%d", prop.name, - prop.major, prop.minor); + m_category += ssprintf( + "plat=cuda;dev=%s;cap=%d.%d", prop.name, prop.major, prop.minor); break; } #endif @@ -94,9 +87,10 @@ void ProfilerCache::Key::build_category(CompNode cn) { m_category += "plat=cpu"; break; default: - mgb_throw(MegBrainError, - "unsupported comp node for global layout transform " - "profiler cache category"); + mgb_throw( + MegBrainError, + "unsupported comp node for global layout transform " + "profiler cache category"); } } @@ -151,9 +145,10 @@ ProfilerCache& ProfilerCache::set_impl(std::unique_ptr impl) { } void ProfilerCache::dump_cache(const char* path) { - mgb_assert(m_impl->support_dump_cache(), - "current impl of ProfilerCache does not support dump cache to " - "file."); + mgb_assert( + m_impl->support_dump_cache(), + "current impl of ProfilerCache does not support dump cache to " + "file."); auto cache = static_cast(m_impl.get()); cache->dump_cache(path); } @@ -165,8 +160,9 @@ Maybe ProfilerCache::get(const Key& key) { // data type of cost is float auto buf = static_cast(raw_buf->ptr); auto size = raw_buf->size; - mgb_assert(buf && size == sizeof(float), - "ProfileCache invalid value: ptr=%p, size=%zu", buf, size); + mgb_assert( + buf && size == sizeof(float), + "ProfileCache invalid value: ptr=%p, size=%zu", buf, size); auto read_f32 = [&]() { auto ret = *reinterpret_cast(buf); return ret; diff --git a/src/gopt/impl/global_layout_transform/profiler_impl.cpp b/src/gopt/impl/global_layout_transform/profiler_impl.cpp index 99a58507..0ea951e9 100644 --- a/src/gopt/impl/global_layout_transform/profiler_impl.cpp +++ b/src/gopt/impl/global_layout_transform/profiler_impl.cpp @@ -154,33 +154,30 @@ void MarkInputContiguous::init_output_static_infer_desc() { } // namespace /* ================== ProfilerImpl =================*/ -ProfilerImpl::ProfilerImpl(int runs, float opr_threshold, - float var_node_threshold) +ProfilerImpl::ProfilerImpl(int runs, float opr_threshold, float var_node_threshold) : m_opr_threshold{opr_threshold}, m_var_node_threshold{var_node_threshold}, m_runs{runs} { - m_opr_filter = [this](const OperatorNodeBase* opr, - OperatorNodeBase* new_opr) { + m_opr_filter = [this](const OperatorNodeBase* opr, OperatorNodeBase* new_opr) { /// \note: for the considerations of performance, we skip nchw(naive) /// kernels for conv bias on CUDA platform. to remove this later if (auto conv = try_cast_as_op(new_opr)) { if (conv->output(0)->comp_node().device_type() == CompNode::DeviceType::CUDA && - conv->input(0)->dtype().category() == - DTypeCategory::QUANTIZED && + conv->input(0)->dtype().category() == DTypeCategory::QUANTIZED && conv->param().format == OprFormat::NCHW) { return false; } } - float comp1 = m_opr_footprint.get_computation( - const_cast(opr)); + float comp1 = + m_opr_footprint.get_computation(const_cast(opr)); float comp2 = m_opr_footprint.get_computation(new_opr); if (comp2 > m_opr_threshold * comp1) return false; return true; }; - m_var_node_filter = [this](const VarNode* var, TensorShape from, - TensorShape to, ReformatKey key) { + m_var_node_filter = [this](const VarNode* var, TensorShape from, TensorShape to, + ReformatKey key) { /// \note: due to the alignment requirement of low-bit tensor, we skip /// some layout transform for low-bit tensors. The skipped layout /// transforms do not have corresponding dnn kernel and cannot be @@ -202,8 +199,7 @@ ProfilerImpl::ProfilerImpl(int runs, float opr_threshold, TensorLayout orig_ly = {var->shape(), var->dtype()}, from_ly = {from, var->dtype()}, to_ly = {to, var->dtype()}; float orig_memory = orig_ly.span().dist_byte() * 2.f; - float reformat_memory = - from_ly.span().dist_byte() + to_ly.span().dist_byte(); + float reformat_memory = from_ly.span().dist_byte() + to_ly.span().dist_byte(); if (reformat_memory > orig_memory * m_var_node_threshold) return false; return true; @@ -537,23 +533,20 @@ std::unique_ptr ProfilerBase::make_profiler() { return std::make_unique(); } -std::unique_ptr ProfilerBase::make_cached_profiler( - const char* path) { +std::unique_ptr ProfilerBase::make_cached_profiler(const char* path) { return std::make_unique(path); } /* ================== CachedProfiler =================*/ -CachedProfiler::CachedProfiler(const char* path, int runs, float opr_threshold, - float var_node_threshold) +CachedProfiler::CachedProfiler( + const char* path, int runs, float opr_threshold, float var_node_threshold) : ProfilerImpl(runs, opr_threshold, var_node_threshold), m_path{path} { if (m_path != nullptr) { // file cache - ProfilerCache::inst().set_impl( - std::make_unique(m_path)); + ProfilerCache::inst().set_impl(std::make_unique(m_path)); } } -CachedProfiler::ProfilingResult CachedProfiler::profile( - const Problem& problem) const { +CachedProfiler::ProfilingResult CachedProfiler::profile(const Problem& problem) const { auto ret = ProfilerImpl::profile(problem); if (m_path != nullptr) ProfilerCache::inst().dump_cache(m_path); @@ -563,35 +556,33 @@ CachedProfiler::ProfilingResult CachedProfiler::profile( float CachedProfiler::profile_operator( const OperatorNodeBase* opr, TensorFormats base_format, TensorFormats tensor_format, ReformatAttribute extra_attribute) const { - ProfilerCache::Key key{opr, tensor_formats_to_opr_format(tensor_format), - extra_attribute}; + ProfilerCache::Key key{ + opr, tensor_formats_to_opr_format(tensor_format), extra_attribute}; auto ret = ProfilerCache::inst().get(key); if (ret.valid()) return ret.val(); - auto rst = ProfilerImpl::profile_operator(opr, base_format, tensor_format, - extra_attribute); + auto rst = ProfilerImpl::profile_operator( + opr, base_format, tensor_format, extra_attribute); ProfilerCache::inst().put(key, rst); return rst; } float CachedProfiler::profile_operator( - const OperatorNodeBase* opr, - const OprTensorFormatsConfiguration& base_config, + const OperatorNodeBase* opr, const OprTensorFormatsConfiguration& base_config, const OprTensorFormatsConfiguration& config, ReformatAttribute extra_attribute) const { ProfilerCache::Key key{opr, config.opr_format, extra_attribute}; auto ret = ProfilerCache::inst().get(key); if (ret.valid()) return ret.val(); - auto rst = ProfilerImpl::profile_operator(opr, base_config, config, - extra_attribute); + auto rst = + ProfilerImpl::profile_operator(opr, base_config, config, extra_attribute); ProfilerCache::inst().put(key, rst); return rst; } -float CachedProfiler::profile_var_node(const VarNode* var, - TensorFormats base_format, - const ReformatKey& key) const { +float CachedProfiler::profile_var_node( + const VarNode* var, TensorFormats base_format, const ReformatKey& key) const { ProfilerCache::Key pf_key{var, key}; auto ret = ProfilerCache::inst().get(pf_key); if (ret.valid()) diff --git a/src/gopt/include/megbrain/gopt/profiler.h b/src/gopt/include/megbrain/gopt/profiler.h index 299312c3..27a6663f 100644 --- a/src/gopt/include/megbrain/gopt/profiler.h +++ b/src/gopt/include/megbrain/gopt/profiler.h @@ -78,7 +78,7 @@ public: const VarNode*, TensorShape, TensorShape, ReformatManager::ReformatKey)>; ProfilerBase() = default; - + virtual ~ProfilerBase() = default; virtual ProfilingResult profile(const Problem& problem) const = 0; @@ -102,13 +102,12 @@ protected: VarNodeFilter m_var_node_filter; }; - /*! \brief A default profiler impl */ class ProfilerImpl : public ProfilerBase { public: - ProfilerImpl(int runs = 10, float opr_threshold = 2.f, - float var_node_threshold = 2.f); + ProfilerImpl( + int runs = 10, float opr_threshold = 2.f, float var_node_threshold = 2.f); ~ProfilerImpl() = default; ProfilingResult profile(const Problem& problem) const override; @@ -128,22 +127,22 @@ protected: OperatorNodeRecord profile_operator( const OperatorNodeBase* opr, TensorFormats base_format, const SmallVector& available_tensor_formats, - ReformatAttribute extra_attribute = - ReformatAttribute::DEFAULT) const; + ReformatAttribute extra_attribute = ReformatAttribute::DEFAULT) const; /*! - * \brief prfile opr format agnostic operators (like elemwise, elemwise multi type, typecvt etc.) + * \brief prfile opr format agnostic operators (like elemwise, elemwise multi type, + * typecvt etc.) * * \param opr pointer to the operator to be profiled * \param base_format the original tensor format of the operator node. * \param tensor_format the tensor format to be profiled - * \param extra_attribute identify whether to use image object for OpenCL or automatically padding nhwc layout - * \return elapsed time of operator in the given tensor format configuration + * \param extra_attribute identify whether to use image object for OpenCL or + * automatically padding nhwc layout \return elapsed time of operator in the given + * tensor format configuration */ virtual float profile_operator( const OperatorNodeBase* opr, TensorFormats base_format, TensorFormats tensor_format, - ReformatAttribute extra_attribute = - ReformatAttribute::DEFAULT) const; + ReformatAttribute extra_attribute = ReformatAttribute::DEFAULT) const; /*! * \brief profile opr format aware operators (like conv, deconv, conv_bias, * etc.) @@ -157,28 +156,29 @@ protected: const OperatorNodeBase* opr, const OprTensorFormatsConfiguration& base_config, const SmallVector& available_configs, - ReformatAttribute extra_attribute = - ReformatAttribute::DEFAULT) const; + ReformatAttribute extra_attribute = ReformatAttribute::DEFAULT) const; /*! - * \brief prfile opr format aware operators (like conv, deconv, conv_bias, resize, warp etc.) + * \brief prfile opr format aware operators (like conv, deconv, conv_bias, resize, + * warp etc.) * * \param opr pointer to the operator to be profiled - * \param base_config the original opr format configuration of the operator node, + * \param base_config the original opr format configuration of the operator node, * \param config the opr format configuration to be profiled - * \param extra_attribute identify whether to use image object for OpenCL or automatically padding nhwc layout - * \return elapsed time of operator in the given opr format configuration + * \param extra_attribute identify whether to use image object for OpenCL or + * automatically padding nhwc layout \return elapsed time of operator in the given + * opr format configuration */ - virtual float profile_operator(const OperatorNodeBase* opr, - const OprTensorFormatsConfiguration& base_config, - const OprTensorFormatsConfiguration& config, - ReformatAttribute extra_attribute = - ReformatAttribute::DEFAULT) const; + virtual float profile_operator( + const OperatorNodeBase* opr, + const OprTensorFormatsConfiguration& base_config, + const OprTensorFormatsConfiguration& config, + ReformatAttribute extra_attribute = ReformatAttribute::DEFAULT) const; /*! * \brief profile layout transform of the var node * * \param var pointer to the var node to be profiled * \param base_format the original tensor formats in which the var node is - * stored + * stored * \param available_tensor_formats the available tensor formats * \param extra_attribute the extra attributes (options) of the problem * \return the var node record @@ -186,27 +186,26 @@ protected: VarNodeRecord profile_var_node( const VarNode* var, TensorFormats base_format, const SmallVector& available_tensor_formats, - ReformatAttribute extra_attribute = - ReformatAttribute::DEFAULT) const; + ReformatAttribute extra_attribute = ReformatAttribute::DEFAULT) const; /*! * \brief profile layout transform of the var node * * \param var pointer to the var node to be profiled * \param base_format the original tensor formats in which the var node is * stored - * \param key type of ReformatKey, identify the information/attributes of the layout transoform - * \return elapsed time of the layout transform + * \param key type of ReformatKey, identify the information/attributes of the layout + * transoform \return elapsed time of the layout transform */ - virtual float profile_var_node(const VarNode* var, - TensorFormats base_format, - const ReformatKey& key) const; + virtual float profile_var_node( + const VarNode* var, TensorFormats base_format, + const ReformatKey& key) const; OprFootprint m_opr_footprint; - float m_opr_threshold; /// a threshold, when the computation of the newly - /// created operator that is built in some opr - /// format configuration is as greater as - /// m_opr_threshold times of the original operator, - /// the opr format configuration will be skipped - /// (i.e. the cost is infinite) + float m_opr_threshold; /// a threshold, when the computation of the newly + /// created operator that is built in some opr + /// format configuration is as greater as + /// m_opr_threshold times of the original operator, + /// the opr format configuration will be skipped + /// (i.e. the cost is infinite) float m_var_node_threshold; /// a threshold, when the memory footprint of /// the layout transform of the var node is as /// larger as m_var_node_threshold as the var @@ -298,23 +297,26 @@ private: class CachedProfiler final : public ProfilerImpl { public: - CachedProfiler(const char* path = nullptr, int runs = 10, - float opr_threshold = 2.f, float var_node_threshold = 2.f); + CachedProfiler( + const char* path = nullptr, int runs = 10, float opr_threshold = 2.f, + float var_node_threshold = 2.f); ProfilingResult profile(const Problem& problem) const override; private: - float profile_operator(const OperatorNodeBase* opr, - TensorFormats base_format, - TensorFormats tensor_format, - ReformatAttribute extra_attribute = - ReformatAttribute::DEFAULT) const override; - float profile_operator(const OperatorNodeBase* opr, - const OprTensorFormatsConfiguration& base_config, - const OprTensorFormatsConfiguration& config, - ReformatAttribute extra_attribute = - ReformatAttribute::DEFAULT) const override; - float profile_var_node(const VarNode* var, TensorFormats base_format, - const ReformatKey& key) const override; + float profile_operator( + const OperatorNodeBase* opr, TensorFormats base_format, + TensorFormats tensor_format, + ReformatAttribute extra_attribute = + ReformatAttribute::DEFAULT) const override; + float profile_operator( + const OperatorNodeBase* opr, + const OprTensorFormatsConfiguration& base_config, + const OprTensorFormatsConfiguration& config, + ReformatAttribute extra_attribute = + ReformatAttribute::DEFAULT) const override; + float profile_var_node( + const VarNode* var, TensorFormats base_format, + const ReformatKey& key) const override; const char* m_path; }; diff --git a/src/gopt/test/cache_data.h b/src/gopt/test/cache_data.h index f049589e..696bdc5f 100644 --- a/src/gopt/test/cache_data.h +++ b/src/gopt/test/cache_data.h @@ -1,3595 +1,11056 @@ // generated embed_cache.py -#include #include +#include static const std::vector TestLayoutTransform_DetectionHead = { -1,0,0,0,66,0,0,0,108,97,121,111,117,116,95,116,114,97,110,115,102,111,114,109,95,112,114,111,102,105,108,101,58,112,108,97,116,61,99,117,100,97,59,100,101,118,61,71,101,70, -111,114,99,101,32,82,84,88,32,50,48,56,48,32,84,105,59,99,97,112,61,55,46,53,197,0,0,0,68,0,0,0,69,108,101,109,119,105,115,101,16,0,0,0,49,54,44,51,44,55, -51,54,44,49,50,56,48,59,70,108,111,97,116,51,50,124,49,59,70,108,111,97,116,51,50,124,49,54,44,51,44,55,51,54,44,49,50,56,48,59,70,108,111,97,116,51,50,124,48,52, -4,0,0,0,47,221,42,68,51,0,0,0,84,121,112,101,67,118,116,49,54,44,51,44,55,51,54,44,49,50,56,48,59,85,105,110,116,56,124,49,54,44,51,44,55,51,54,44,49,50, -56,48,59,70,108,111,97,116,51,50,124,48,52,4,0,0,0,152,110,6,68,173,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0, -0,0,0,0,0,0,1,0,0,0,1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255, -49,54,44,51,44,55,51,54,44,49,50,56,48,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,51,44,51,44,51,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,49, -54,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,83,56,124,49,53,52,4,0, -0,0,0,0,101,68,172,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,2, -0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,51,44,55,51,54,44,49,50,56,48,59,81, -117,97,110,116,105,122,101,100,83,56,124,49,54,44,51,44,51,44,51,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,49,54,44,49,44,49,59,81,117,97,110,116,105,122,101,100, -83,51,50,124,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,83,56,124,48,52,4,0,0,0,128,150,24,75,66,0,0,0,84,121,112,101,67,118, -116,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100, -52,65,115,121,109,109,124,49,53,52,4,0,0,0,55,137,161,67,66,0,0,0,84,121,112,101,67,118,116,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122, -101,100,83,56,124,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124,49,54,52,4,0,0,0,180,200,154,68,65,0,0,0, -84,121,112,101,67,118,116,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97, -110,116,105,122,101,100,52,65,115,121,109,109,124,51,52,4,0,0,0,69,182,157,67,181,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0, -0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255, -255,255,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124,49,54,44,49,54,44,51,44,51,59,81,117,97,110,116,105,122,101, -100,83,52,124,49,44,49,54,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,54,44,49,56,52,44,51,50,48,59,81,117,97,110,116,105,122,101,100,52, -65,115,121,109,109,124,48,52,4,0,0,0,128,150,24,75,99,0,0,0,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124, -123,67,47,47,52,44,72,44,87,44,78,44,67,37,52,125,59,123,78,44,67,47,47,51,50,44,72,44,87,44,67,37,51,50,125,59,52,59,81,117,97,110,116,105,122,101,100,52,65,115, -121,109,109,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0,0,72,225,165,68,97,0,0,0,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116, -105,122,101,100,52,65,115,121,109,109,124,123,67,47,47,52,44,72,44,87,44,78,44,67,37,52,125,59,123,78,44,67,47,47,52,44,72,44,87,44,67,37,52,125,59,52,59,81,117,97, -110,116,105,122,101,100,52,65,115,121,109,109,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0,0,115,104,1,68,99,0,0,0,49,54,44,49,54,44,51,54,56,44, -54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124,123,78,44,67,47,47,54,52,44,72,44,87,44,67,37,54,52,125,59,123,78,44,67,47,47,52,44,72,44,87, -44,67,37,52,125,59,52,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0,0,128,150,24,75,92,0,0, -0,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124,123,78,44,67,47,47,54,52,44,72,44,87,44,67,37,54,52,125,59, -123,78,44,72,44,87,44,67,125,59,52,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0,0,128,150,24, -75,99,0,0,0,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124,123,78,44,67,47,47,51,50,44,72,44,87,44,67,37, -51,50,125,59,123,67,47,47,52,44,72,44,87,44,78,44,67,37,52,125,59,52,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,59,81,117,97,110,116,105,122,101,100,52,65, -115,121,109,109,4,0,0,0,12,2,10,68,101,0,0,0,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124,123,78,44,67, -47,47,51,50,44,72,44,87,44,67,37,51,50,125,59,123,78,44,67,47,47,54,52,44,72,44,87,44,67,37,54,52,125,59,52,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109, -109,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0,0,128,150,24,75,99,0,0,0,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122, -101,100,52,65,115,121,109,109,124,123,78,44,67,47,47,51,50,44,72,44,87,44,67,37,51,50,125,59,123,78,44,67,47,47,52,44,72,44,87,44,67,37,52,125,59,52,59,81,117,97, -110,116,105,122,101,100,52,65,115,121,109,109,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0,0,72,225,3,68,172,0,0,0,67,111,110,118,66,105,97,115,70,111, -114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2, -0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,51,44,55,51,54,44,49,50,56,48,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,51,44,51,44,51,59, -81,117,97,110,116,105,122,101,100,83,56,124,49,44,49,54,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117, -97,110,116,105,122,101,100,83,56,124,49,52,4,0,0,0,96,229,166,67,92,0,0,0,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115, -121,109,109,124,123,78,44,67,47,47,51,50,44,72,44,87,44,67,37,51,50,125,59,123,78,44,72,44,87,44,67,125,59,52,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109, -59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0,0,149,67,151,67,80,0,0,0,49,54,44,51,44,55,51,54,44,49,50,56,48,59,81,117,97,110,116,105,122,101, -100,83,56,124,123,78,44,67,47,47,51,50,44,72,44,87,44,67,37,51,50,125,59,123,78,44,67,44,72,44,87,125,59,52,59,81,117,97,110,116,105,122,101,100,83,56,59,81,117,97, -110,116,105,122,101,100,83,56,4,0,0,0,128,150,24,75,66,0,0,0,49,54,44,51,44,55,51,54,44,49,50,56,48,59,70,108,111,97,116,51,50,124,123,67,47,47,52,44,72,44, -87,44,78,44,67,37,52,125,59,123,78,44,72,44,87,44,67,125,59,52,59,70,108,111,97,116,51,50,59,70,108,111,97,116,51,50,4,0,0,0,5,1,6,69,99,0,0,0,49,54, -44,49,54,44,49,56,52,44,51,50,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124,123,67,47,47,52,44,72,44,87,44,78,44,67,37,52,125,59,123,78,44,67,47, -47,51,50,44,72,44,87,44,67,37,51,50,125,59,52,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0, -0,162,69,200,67,83,0,0,0,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124,123,78,44,72,44,87,44,67,125,59,123, -78,44,67,44,72,44,87,125,59,52,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0,0,86,14,13,67, -78,0,0,0,49,54,44,51,44,55,51,54,44,49,50,56,48,59,81,117,97,110,116,105,122,101,100,83,56,124,123,78,44,67,47,47,52,44,72,44,87,44,67,37,52,125,59,123,78,44, -72,44,87,44,67,125,59,52,59,81,117,97,110,116,105,122,101,100,83,56,59,81,117,97,110,116,105,122,101,100,83,56,4,0,0,0,56,137,193,64,87,0,0,0,49,54,44,51,44,55, -51,54,44,49,50,56,48,59,81,117,97,110,116,105,122,101,100,83,56,124,123,67,47,47,52,44,72,44,87,44,78,44,67,37,52,125,59,123,78,44,67,47,47,54,52,44,72,44,87,44, -67,37,54,52,125,59,52,59,81,117,97,110,116,105,122,101,100,83,56,59,81,117,97,110,116,105,122,101,100,83,56,4,0,0,0,128,150,24,75,101,0,0,0,49,54,44,49,54,44,51, -54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,124,123,78,44,67,47,47,54,52,44,72,44,87,44,67,37,54,52,125,59,123,78,44,67,47,47,51,50, -44,72,44,87,44,67,37,51,50,125,59,52,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,59,81,117,97,110,116,105,122,101,100,52,65,115,121,109,109,4,0,0,0,128,150, -24,75,73,0,0,0,49,54,44,51,44,55,51,54,44,49,50,56,48,59,70,108,111,97,116,51,50,124,123,67,47,47,52,44,72,44,87,44,78,44,67,37,52,125,59,123,78,44,67,47, -47,52,44,72,44,87,44,67,37,52,125,59,52,59,70,108,111,97,116,51,50,59,70,108,111,97,116,51,50,4,0,0,0,238,124,9,69,65,0,0,0,84,121,112,101,67,118,116,49,54, -44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,52,65,115, -121,109,109,124,49,52,4,0,0,0,185,30,157,67,78,0,0,0,49,54,44,51,44,55,51,54,44,49,50,56,48,59,81,117,97,110,116,105,122,101,100,83,56,124,123,78,44,67,44,72, -44,87,125,59,123,67,47,47,52,44,72,44,87,44,78,44,67,37,52,125,59,52,59,81,117,97,110,116,105,122,101,100,83,56,59,81,117,97,110,116,105,122,101,100,83,56,4,0,0,0, -60,223,82,68,78,0,0,0,49,54,44,49,54,44,51,54,56,44,54,52,48,59,81,117,97,110,116,105,122,101,100,83,56,124,123,78,44,67,44,72,44,87,125,59,123,67,47,47,52,44, 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87, 0, 0, 0, 49, 54, 44, 49, 54, 44, 51, 54, 56, 44, 54, + 52, 48, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 123, + 78, 44, 67, 47, 47, 52, 44, 72, 44, 87, 44, 67, 37, 52, 125, 59, + 123, 78, 44, 67, 47, 47, 54, 52, 44, 72, 44, 87, 44, 67, 37, 54, + 52, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, + 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, 0, + 128, 150, 24, 75, 87, 0, 0, 0, 49, 54, 44, 51, 44, 55, 51, 54, + 44, 49, 50, 56, 48, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 56, 124, 123, 78, 44, 67, 47, 47, 54, 52, 44, 72, 44, 87, 44, 67, + 37, 54, 52, 125, 59, 123, 67, 47, 47, 52, 44, 72, 44, 87, 44, 78, + 44, 67, 37, 52, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, + 0, 0, 0, 128, 150, 24, 75, 85, 0, 0, 0, 49, 54, 44, 49, 54, + 44, 51, 54, 56, 44, 54, 52, 48, 59, 81, 117, 97, 110, 116, 105, 122, + 101, 100, 83, 56, 124, 123, 78, 44, 67, 47, 47, 52, 44, 72, 44, 87, + 44, 67, 37, 52, 125, 59, 123, 67, 47, 47, 52, 44, 72, 44, 87, 44, + 78, 44, 67, 37, 52, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, + 101, 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, + 4, 0, 0, 0, 185, 30, 153, 67, 87, 0, 0, 0, 49, 54, 44, 51, + 44, 55, 51, 54, 44, 49, 50, 56, 48, 59, 81, 117, 97, 110, 116, 105, + 122, 101, 100, 83, 56, 124, 123, 78, 44, 67, 47, 47, 51, 50, 44, 72, + 44, 87, 44, 67, 37, 51, 50, 125, 59, 123, 78, 44, 67, 47, 47, 52, + 44, 72, 44, 87, 44, 67, 37, 52, 125, 59, 52, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 56, 4, 0, 0, 0, 128, 150, 24, 75, 80, 0, 0, 0, 49, + 54, 44, 49, 54, 44, 51, 54, 56, 44, 54, 52, 48, 59, 81, 117, 97, + 110, 116, 105, 122, 101, 100, 83, 56, 124, 123, 78, 44, 67, 47, 47, 51, + 50, 44, 72, 44, 87, 44, 67, 37, 51, 50, 125, 59, 123, 78, 44, 67, + 44, 72, 44, 87, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, + 0, 0, 0, 57, 116, 36, 69}; static const std::vector TestLayoutTransform_Detection_QS4 = { -1,0,0,0,66,0,0,0,108,97,121,111,117,116,95,116,114,97,110,115,102,111,114,109,95,112,114,111,102,105,108,101,58,112,108,97,116,61,99,117,100,97,59,100,101,118,61,71,101,70, -111,114,99,101,32,82,84,88,32,50,48,56,48,32,84,105,59,99,97,112,61,55,46,53,4,2,0,0,197,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0, -0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255, -255,255,255,255,255,255,255,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,50,56,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101, -100,83,52,124,49,44,49,50,56,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,50,56,44,49,54,44,49,54,59,81,117,97,110,116,105,122,101,100,83, -52,124,49,54,44,49,50,56,44,49,54,44,49,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,52,4,0,0,0,2,43,167,65,193,0,0,0,67,111,110,118,66,105,97,115,70, -111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0, -2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,51,50,44,54,52,44,54,52,59,81,117,97,110,116,105,122,101,100,83,52,124,54,52,44,51,50,44,49,44,49,59, -81,117,97,110,116,105,122,101,100,83,52,124,49,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110, -116,105,122,101,100,83,52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,52,4,0,0,0,92,143,162,65,194,0,0,0,67,111,110,118, -66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0, -0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,51,50,44,54,52,44,54,52,59,81,117,97,110,116,105,122,101,100,83,52,124,54,52,44,51,50, -44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,52,124,49,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,54,52,44,51,50,44,51,50, -59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,52,4,0,0,0,147,24,164,65,58,0, -0,0,84,121,112,101,67,118,116,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116, -105,122,101,100,83,56,124,49,53,52,4,0,0,0,172,28,26,65,58,0,0,0,84,121,112,101,67,118,116,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100, -83,52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,52,4,0,0,0,209,34,27,65,57,0,0,0,84,121,112,101,67,118,116,49, -54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,52,4, -0,0,0,227,165,27,65,172,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0, -2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,49,54,44,49,50,56,44,49,50,56,59, -81,117,97,110,116,105,122,101,100,83,56,124,51,50,44,49,54,44,51,44,51,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,51,50,44,49,44,49,59,81,117,97,110,116,105,122, -101,100,83,51,50,124,49,54,44,51,50,44,54,52,44,54,52,59,81,117,97,110,116,105,122,101,100,83,56,124,49,53,52,4,0,0,0,33,176,242,65,56,0,0,0,84,121,112,101,67, -118,116,49,54,44,50,53,54,44,56,44,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,56,44,56,59,81,117,97,110,116,105,122,101,100,83,56,124,49,53, -52,4,0,0,0,129,149,195,64,56,0,0,0,84,121,112,101,67,118,116,49,54,44,50,53,54,44,56,44,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44, -56,44,56,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,52,4,0,0,0,49,8,172,64,55,0,0,0,84,121,112,101,67,118,116,49,54,44,50,53,54,44,56,44,56,59,81, -117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,56,44,56,59,81,117,97,110,116,105,122,101,100,83,56,124,51,52,4,0,0,0,90,100,187,64,55,0,0,0,84,121, -112,101,67,118,116,49,54,44,50,53,54,44,56,44,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,56,44,56,59,81,117,97,110,116,105,122,101,100,83,56, -124,49,52,4,0,0,0,14,45,178,64,55,0,0,0,84,121,112,101,67,118,116,49,54,44,51,44,50,53,54,44,50,53,54,59,70,108,111,97,116,51,50,124,49,54,44,51,44,50,53, -54,44,50,53,54,59,81,117,97,110,116,105,122,101,100,83,56,124,48,52,4,0,0,0,67,139,12,66,171,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0, -0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255, -255,255,255,255,255,255,255,49,54,44,51,44,50,53,54,44,50,53,54,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,51,44,51,44,51,59,81,117,97,110,116,105,122,101,100, -83,56,124,49,44,49,54,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,54,44,49,50,56,44,49,50,56,59,81,117,97,110,116,105,122,101,100,83,56, -124,53,52,4,0,0,0,128,150,24,75,172,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0, -1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,51,44,50,53,54,44,50, -53,54,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,51,44,51,44,51,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,49,54,44,49,44,49,59,81,117,97,110,116, -105,122,101,100,83,51,50,124,49,54,44,49,54,44,49,50,56,44,49,50,56,59,81,117,97,110,116,105,122,101,100,83,56,124,49,53,52,4,0,0,0,59,223,159,66,96,0,0,0,69, -108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44, -51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,52,4,0,0,0,24, -4,22,65,95,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83, -52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124, -53,52,4,0,0,0,27,47,29,65,95,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97, -110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116, -105,122,101,100,83,52,124,49,52,4,0,0,0,209,34,27,65,173,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0, -0,0,1,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,49, -54,44,49,50,56,44,49,50,56,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,49,54,44,51,44,51,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,49,54,44,49, -44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,54,44,49,50,56,44,49,50,56,59,81,117,97,110,116,105,122,101,100,83,56,124,51,52,4,0,0,0,162,69, -150,66,174,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,1, 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59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, + 0, 19, 131, 0, 66, 86, 0, 0, 0, 49, 54, 44, 51, 44, 50, 53, + 54, 44, 50, 53, 54, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 56, 124, 123, 78, 44, 67, 47, 47, 51, 50, 44, 72, 44, 87, 44, 67, + 37, 51, 50, 125, 59, 123, 67, 47, 47, 52, 44, 72, 44, 87, 44, 78, + 44, 67, 37, 52, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, + 0, 0, 0, 128, 150, 24, 75, 84, 0, 0, 0, 49, 54, 44, 50, 53, + 54, 44, 56, 44, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 56, 124, 123, 78, 44, 67, 47, 47, 52, 44, 72, 44, 87, 44, 67, 37, + 52, 125, 59, 123, 78, 44, 67, 47, 47, 51, 50, 44, 72, 44, 87, 44, + 67, 37, 51, 50, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, + 0, 0, 0, 43, 135, 86, 65, 79, 0, 0, 0, 49, 54, 44, 51, 44, + 50, 53, 54, 44, 50, 53, 54, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 56, 124, 123, 78, 44, 67, 47, 47, 54, 52, 44, 72, 44, 87, + 44, 67, 37, 54, 52, 125, 59, 123, 78, 44, 67, 44, 72, 44, 87, 125, + 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 59, 81, + 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, 0, 128, 150, + 24, 75, 77, 0, 0, 0, 49, 54, 44, 51, 44, 50, 53, 54, 44, 50, + 53, 54, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 123, + 67, 47, 47, 52, 44, 72, 44, 87, 44, 78, 44, 67, 37, 52, 125, 59, + 123, 78, 44, 72, 44, 87, 44, 67, 125, 59, 52, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 56, 4, 0, 0, 0, 64, 53, 14, 66, 87, 0, 0, 0, 177, + 220, 20, 175, 116, 31, 195, 75, 7, 0, 0, 0, 49, 54, 44, 51, 50, + 44, 54, 52, 44, 54, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, + 83, 52, 124, 49, 54, 44, 51, 50, 44, 54, 52, 44, 54, 52, 59, 81, + 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 124, 49, 54, 44, 51, 50, + 44, 54, 52, 44, 54, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, + 83, 52, 124, 49, 54, 52, 4, 0, 0, 0, 37, 6, 1, 66, 75, 0, + 0, 0, 49, 54, 44, 50, 53, 54, 44, 56, 44, 56, 59, 81, 117, 97, + 110, 116, 105, 122, 101, 100, 83, 52, 124, 123, 78, 44, 67, 47, 47, 52, + 44, 72, 44, 87, 44, 67, 37, 52, 125, 59, 123, 78, 44, 72, 44, 87, + 44, 67, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 4, 0, 0, + 0, 116, 147, 88, 65, 76, 0, 0, 0, 49, 54, 44, 49, 54, 44, 51, + 50, 44, 51, 50, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, + 124, 123, 67, 47, 47, 52, 44, 72, 44, 87, 44, 78, 44, 67, 37, 52, + 125, 59, 123, 78, 44, 72, 44, 87, 44, 67, 125, 59, 52, 59, 81, 117, + 97, 110, 116, 105, 122, 101, 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, + 122, 101, 100, 83, 56, 4, 0, 0, 0, 25, 4, 86, 65, 86, 0, 0, + 0, 49, 54, 44, 51, 44, 50, 53, 54, 44, 50, 53, 54, 59, 81, 117, + 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 123, 67, 47, 47, 52, 44, + 72, 44, 87, 44, 78, 44, 67, 37, 52, 125, 59, 123, 78, 44, 67, 47, + 47, 51, 50, 44, 72, 44, 87, 44, 67, 37, 51, 50, 125, 59, 52, 59, + 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, 0, 128, 150, 24, 75, 58, + 0, 0, 0, 49, 54, 44, 51, 44, 50, 53, 54, 44, 50, 53, 54, 59, + 70, 108, 111, 97, 116, 51, 50, 124, 123, 78, 44, 67, 44, 72, 44, 87, + 125, 59, 123, 78, 44, 72, 44, 87, 44, 67, 125, 59, 52, 59, 70, 108, + 111, 97, 116, 51, 50, 59, 70, 108, 111, 97, 116, 51, 50, 4, 0, 0, + 0, 82, 184, 126, 66, 71, 0, 0, 0, 49, 54, 44, 49, 54, 44, 49, + 50, 56, 44, 49, 50, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, + 83, 56, 124, 123, 78, 44, 67, 44, 72, 44, 87, 125, 59, 123, 78, 44, + 72, 44, 87, 44, 67, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, + 101, 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, + 4, 0, 0, 0, 184, 30, 5, 66, 83, 0, 0, 0, 177, 220, 20, 175, + 116, 31, 195, 75, 7, 0, 0, 0, 49, 54, 44, 50, 53, 54, 44, 56, + 44, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 124, 49, + 54, 44, 50, 53, 54, 44, 56, 44, 56, 59, 81, 117, 97, 110, 116, 105, + 122, 101, 100, 83, 52, 124, 49, 54, 44, 50, 53, 54, 44, 56, 44, 56, + 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 124, 48, 52, 4, + 0, 0, 0, 176, 114, 232, 64, 76, 0, 0, 0, 49, 54, 44, 49, 54, + 44, 49, 54, 44, 49, 54, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, + 83, 56, 124, 123, 67, 47, 47, 52, 44, 72, 44, 87, 44, 78, 44, 67, + 37, 52, 125, 59, 123, 78, 44, 72, 44, 87, 44, 67, 125, 59, 52, 59, + 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, 0, 43, 135, 86, 65, 78, + 0, 0, 0, 49, 54, 44, 51, 50, 44, 54, 52, 44, 54, 52, 59, 81, + 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 124, 123, 78, 44, 67, 44, + 72, 44, 87, 125, 59, 123, 78, 44, 67, 47, 47, 51, 50, 44, 72, 44, + 87, 44, 67, 37, 51, 50, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, + 122, 101, 100, 83, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 52, 4, 0, 0, 0, 128, 150, 24, 75, 80, 0, 0, 0, 49, 54, 44, + 49, 54, 44, 49, 50, 56, 44, 49, 50, 56, 59, 81, 117, 97, 110, 116, + 105, 122, 101, 100, 83, 56, 124, 123, 78, 44, 67, 44, 72, 44, 87, 125, + 59, 123, 78, 44, 67, 47, 47, 54, 52, 44, 72, 44, 87, 44, 67, 37, + 54, 52, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, + 0, 128, 150, 24, 75, 86, 0, 0, 0, 49, 54, 44, 51, 44, 50, 53, + 54, 44, 50, 53, 54, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 56, 124, 123, 78, 44, 67, 47, 47, 51, 50, 44, 72, 44, 87, 44, 67, + 37, 51, 50, 125, 59, 123, 78, 44, 67, 47, 47, 52, 44, 72, 44, 87, + 44, 67, 37, 52, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, + 0, 0, 0, 128, 150, 24, 75, 78, 0, 0, 0, 49, 54, 44, 49, 54, + 44, 49, 50, 56, 44, 49, 50, 56, 59, 81, 117, 97, 110, 116, 105, 122, + 101, 100, 83, 56, 124, 123, 78, 44, 67, 44, 72, 44, 87, 125, 59, 123, + 67, 47, 47, 52, 44, 72, 44, 87, 44, 78, 44, 67, 37, 52, 125, 59, + 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 59, 81, 117, + 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, 0, 176, 114, 120, + 66}; static const std::vector TestLayoutTransform_Detection_QS8 = { -1,0,0,0,66,0,0,0,108,97,121,111,117,116,95,116,114,97,110,115,102,111,114,109,95,112,114,111,102,105,108,101,58,112,108,97,116,61,99,117,100,97,59,100,101,118,61,71,101,70, -111,114,99,101,32,82,84,88,32,50,48,56,48,32,84,105,59,99,97,112,61,55,46,53,138,1,0,0,172,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0, -0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255, -255,255,255,255,255,255,255,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,50,56,44,54,52,44,51,44,51,59,81,117,97,110,116,105,122,101, -100,83,56,124,49,44,49,50,56,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,50,56,44,49,54,44,49,54,59,81,117,97,110,116,105,122,101,100,83, -56,124,49,52,4,0,0,0,247,40,252,65,197,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0, -0,0,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,54,52,44,51,50,44, -51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,50,56,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,49,50,56,44,49,44,49,59,81,117, -97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,50,56,44,49,54,44,49,54,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,49,50,56,44,49,54,44,49,54,59,81, -117,97,110,116,105,122,101,100,83,56,124,51,52,4,0,0,0,91,100,155,65,96,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54, -52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44, -51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,53,52,4,0,0,0,41,92,15,65,96,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101, -7,0,0,0,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83, -56,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,52,4,0,0,0,203,161,5,65,95,0,0,0,69,108,101,109,119,105,115,101,77, -117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117, -97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,53,52,4,0,0,0,95,186,9,65,95,0,0,0,69,108, -101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,51, -50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,51,52,4,0,0,0,59,223,15, -65,95,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124, -49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,48,52, -4,0,0,0,209,34,91,65,193,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0, -0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,51,50,44,54,52,44,54,52,59,81, -117,97,110,116,105,122,101,100,83,56,124,54,52,44,51,50,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101, -100,83,51,50,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,51,50,44,51,50,59,81,117,97,110,116,105,122,101,100, -83,56,124,53,52,4,0,0,0,55,137,161,65,194,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0, -0,0,0,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,51,50,44,54,52, -44,54,52,59,81,117,97,110,116,105,122,101,100,83,56,124,54,52,44,51,50,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,54,52,44,49,44,49,59,81,117,97, 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116, 105, + 122, 101, 100, 83, 56, 4, 0, 0, 0, 62, 10, 87, 65, 76, 0, 0, + 0, 49, 54, 44, 49, 54, 44, 56, 44, 56, 59, 81, 117, 97, 110, 116, + 105, 122, 101, 100, 83, 56, 124, 123, 78, 44, 72, 44, 87, 44, 67, 125, + 59, 123, 78, 44, 67, 47, 47, 54, 52, 44, 72, 44, 87, 44, 67, 37, + 54, 52, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, + 0, 128, 150, 24, 75, 164, 0, 0, 0, 10, 151, 159, 190, 73, 14, 145, + 194, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, + 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, + 0, 0, 0, 0, 0, 255, 255, 255, 255, 255, 255, 255, 255, 49, 54, 44, + 49, 50, 56, 44, 49, 54, 44, 49, 54, 59, 81, 117, 97, 110, 116, 105, + 122, 101, 100, 83, 56, 124, 49, 54, 44, 49, 50, 56, 44, 49, 44, 49, + 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 49, 44, 49, + 54, 44, 49, 44, 49, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 51, 50, 124, 49, 54, 44, 49, 54, 44, 49, 54, 44, 49, 54, 59, 81, + 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 51, 52, 4, 0, 0, + 0, 24, 4, 150, 65, 164, 0, 0, 0, 10, 151, 159, 190, 73, 14, 145, + 194, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, + 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, + 0, 0, 0, 0, 0, 255, 255, 255, 255, 255, 255, 255, 255, 49, 54, 44, + 49, 50, 56, 44, 49, 54, 44, 49, 54, 59, 81, 117, 97, 110, 116, 105, + 122, 101, 100, 83, 56, 124, 49, 54, 44, 49, 50, 56, 44, 49, 44, 49, + 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 49, 44, 49, + 54, 44, 49, 44, 49, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 51, 50, 124, 49, 54, 44, 49, 54, 44, 49, 54, 44, 49, 54, 59, 81, + 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 53, 52, 4, 0, 0, + 0, 108, 231, 155, 65, 89, 0, 0, 0, 177, 220, 20, 175, 116, 31, 195, + 75, 7, 0, 0, 0, 49, 54, 44, 49, 50, 56, 44, 49, 54, 44, 49, + 54, 59, 81, 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100, 83, 56, 124, 49, 44, 50, 53, 54, 44, + 49, 44, 49, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 51, 50, + 124, 49, 54, 44, 50, 53, 54, 44, 56, 44, 56, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 56, 124, 53, 52, 4, 0, 0, 0, 20, 174, + 39, 66, 165, 0, 0, 0, 10, 151, 159, 190, 73, 14, 145, 194, 1, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, + 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, 1, 0, + 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, + 0, 0, 255, 255, 255, 255, 255, 255, 255, 255, 49, 54, 44, 49, 50, 56, + 44, 49, 54, 44, 49, 54, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, + 83, 56, 124, 50, 53, 54, 44, 49, 50, 56, 44, 51, 44, 51, 59, 81, + 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 49, 44, 50, 53, 54, + 44, 49, 44, 49, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 51, + 50, 124, 49, 54, 44, 50, 53, 54, 44, 56, 44, 56, 59, 81, 117, 97, + 110, 116, 105, 122, 101, 100, 83, 56, 124, 49, 52, 4, 0, 0, 0, 160, + 26, 31, 66, 166, 0, 0, 0, 10, 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124, 49, 50, + 56, 44, 49, 50, 56, 44, 51, 44, 51, 59, 81, 117, 97, 110, 116, 105, + 122, 101, 100, 83, 56, 124, 49, 44, 49, 50, 56, 44, 49, 44, 49, 59, + 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 51, 50, 124, 49, 54, 44, + 49, 50, 56, 44, 49, 54, 44, 49, 54, 59, 81, 117, 97, 110, 116, 105, + 122, 101, 100, 83, 56, 124, 49, 53, 52, 4, 0, 0, 0, 241, 210, 29, + 66, 160, 0, 0, 0, 10, 151, 159, 190, 73, 14, 145, 194, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, + 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, + 0, 255, 255, 255, 255, 255, 255, 255, 255, 49, 54, 44, 50, 53, 54, 44, + 56, 44, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, + 49, 54, 44, 50, 53, 54, 44, 49, 44, 49, 59, 81, 117, 97, 110, 116, + 105, 122, 101, 100, 83, 56, 124, 49, 44, 49, 54, 44, 49, 44, 49, 59, + 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 51, 50, 124, 49, 54, 44, + 49, 54, 44, 56, 44, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, + 83, 56, 124, 53, 52, 4, 0, 0, 0, 170, 241, 146, 65, 160, 0, 0, + 0, 10, 151, 159, 190, 73, 14, 145, 194, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, + 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 255, 255, 255, + 255, 255, 255, 255, 255, 49, 54, 44, 50, 53, 54, 44, 56, 44, 56, 59, + 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 49, 54, 44, 50, + 53, 54, 44, 49, 44, 49, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, + 83, 56, 124, 49, 44, 49, 54, 44, 49, 44, 49, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 51, 50, 124, 49, 54, 44, 49, 54, 44, 56, + 44, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 51, + 52, 4, 0, 0, 0, 160, 26, 175, 65}; static const std::vector TestLayoutTransform_Resnet18_QS4 = { -1,0,0,0,66,0,0,0,108,97,121,111,117,116,95,116,114,97,110,115,102,111,114,109,95,112,114,111,102,105,108,101,58,112,108,97,116,61,99,117,100,97,59,100,101,118,61,71,101,70, -111,114,99,101,32,82,84,88,32,50,48,56,48,32,84,105,59,99,97,112,61,55,46,53,111,1,0,0,99,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7, -0,0,0,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100, -83,52,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,52,4,0,0,0,201,118,62,65,98,0,0,0,69,108,101,109,119,105,115, -101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,49,50,56,44,50,56,44,50, -56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52,124,53,52,4,0,0,0,19,131,64,65,98, -0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49, -54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49, -52,4,0,0,0,143,194,53,65,62,0,0,0,84,121,112,101,67,118,116,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54, -52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,53,52,4,0,0,0,184,30,141,66,61,0,0,0,84,121,112,101,67,118,116,49,54,44,54,52,44, -49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,52,124,53,52,4,0, -0,0,141,151,142,66,61,0,0,0,84,121,112,101,67,118,116,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,49, -49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,52,124,51,52,4,0,0,0,140,108,143,66,61,0,0,0,84,121,112,101,67,118,116,49,54,44,54,52,44,49,49,50,44, -49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,52,124,49,52,4,0,0,0,23,217, -142,66,197,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,2, -0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122, -101,100,83,52,124,49,50,56,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,52,124,49,44,49,50,56,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50, -124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52, -124,49,52,4,0,0,0,127,106,188,65,198,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0, -0,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,54,52,44,53,54,44,53, -54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,50,56,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,52,124,49,44,49,50,56,44,49,44,49,59,81,117,97, -110,116,105,122,101,100,83,51,50,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117, -97,110,116,105,122,101,100,83,52,124,49,54,52,4,0,0,0,12,2,235,65,96,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54, -52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44, -53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,52,4,0,0,0,203,161,133,65,95,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101, -7,0,0,0,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83, -52,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,53,52,4,0,0,0,102,102,134,65,95,0,0,0,69,108,101,109,119,105,115,101,77,117, -108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97, -110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,51,52,4,0,0,0,231,251,137,65,95,0,0,0,69,108,101, -109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,53,54, -44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,52,4,0,0,0,84,227,133,65, -95,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49, -54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,48,52,4, -0,0,0,150,67,139,65,171,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,3,0,0,0, -2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,52,44,50,50,52,44,50,50,52,59,81, -117,97,110,116,105,122,101,100,83,56,124,54,52,44,52,44,55,44,55,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100, -83,51,50,124,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,53,52,4,0,0,0,128,150,24,75,99,0,0,0,69,108,101,109,119,105, -115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,49,52,44, -49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,49,53,52,4,0,0,0,223,79,13, -65,99,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52, -124,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52, -124,49,54,52,4,0,0,0,242,210,13,65,98,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,50,53,54,44,49,52,44,49,52,59, -81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,49,52,44,49,52,59, -81,117,97,110,116,105,122,101,100,83,52,124,53,52,4,0,0,0,160,26,207,65,98,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44, -50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44, -50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,49,52,4,0,0,0,170,241,18,65,98,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84, -121,112,101,7,0,0,0,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116, -105,122,101,100,83,52,124,49,54,44,50,53,54,44,49,52,44,49,52,59,81,117,97,110,116,105,122,101,100,83,52,124,48,52,4,0,0,0,57,180,8,65,61,0,0,0,84,121,112,101, -67,118,116,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122, -101,100,83,52,124,48,52,4,0,0,0,144,194,141,66,193,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0, -0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,54,52,44, -53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,54,52,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,52,124,49,44,54,52,44,49,44,49,59,81, -117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117, -97,110,116,105,122,101,100,83,52,124,49,52,4,0,0,0,239,167,230,65,80,0,0,0,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124, -123,78,44,67,47,47,51,50,44,72,44,87,44,67,37,51,50,125,59,123,78,44,67,44,72,44,87,125,59,52,59,81,117,97,110,116,105,122,101,100,83,56,59,81,117,97,110,116,105,122, -101,100,83,56,4,0,0,0,204,204,108,67,78,0,0,0,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,123,78,44,67,47,47,52,44, -72,44,87,44,67,37,52,125,59,123,78,44,72,44,87,44,67,125,59,52,59,81,117,97,110,116,105,122,101,100,83,56,59,81,117,97,110,116,105,122,101,100,83,56,4,0,0,0,88,57, -148,66,84,0,0,0,49,54,44,53,49,50,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,52,124,123,78,44,67,47,47,54,52,44,72,44,87,44,67,37,54,52,125,59,123,78, -44,67,47,47,52,44,72,44,87,44,67,37,52,125,59,52,59,81,117,97,110,116,105,122,101,100,83,52,59,81,117,97,110,116,105,122,101,100,83,52,4,0,0,0,33,176,242,64,85,0, -0,0,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,52,124,123,67,47,47,52,44,72,44,87,44,78,44,67,37,52,125,59,123,78,44,67,47,47,54, 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87, 44, 67, 125, 59, 123, 67, 47, + 47, 52, 44, 72, 44, 87, 44, 78, 44, 67, 37, 52, 125, 59, 52, 59, + 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, 0, 90, 100, 27, 66, 62, + 0, 0, 0, 145, 22, 69, 252, 191, 174, 0, 1, 49, 54, 44, 54, 52, + 44, 49, 49, 50, 44, 49, 49, 50, 59, 81, 117, 97, 110, 116, 105, 122, + 101, 100, 83, 56, 124, 49, 54, 44, 54, 52, 44, 49, 49, 50, 44, 49, + 49, 50, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 124, 48, + 52, 4, 0, 0, 0, 14, 45, 162, 66, 89, 0, 0, 0, 177, 220, 20, + 175, 116, 31, 195, 75, 7, 0, 0, 0, 49, 54, 44, 50, 53, 54, 44, + 49, 52, 44, 49, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 52, 124, 49, 54, 44, 50, 53, 54, 44, 49, 52, 44, 49, 52, 59, 81, + 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 124, 49, 54, 44, 50, 53, + 54, 44, 49, 52, 44, 49, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 52, 124, 51, 52, 4, 0, 0, 0, 209, 34, 27, 65, 62, 0, + 0, 0, 145, 22, 69, 252, 191, 174, 0, 1, 49, 54, 44, 54, 52, 44, + 49, 49, 50, 44, 49, 49, 50, 59, 81, 117, 97, 110, 116, 105, 122, 101, + 100, 83, 56, 124, 49, 54, 44, 54, 52, 44, 49, 49, 50, 44, 49, 49, + 50, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 124, 49, 52, + 4, 0, 0, 0, 186, 73, 148, 66, 190, 0, 0, 0, 10, 151, 159, 190, + 73, 14, 145, 194, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, + 2, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, + 2, 0, 0, 0, 0, 0, 0, 0, 255, 255, 255, 255, 255, 255, 255, 255, + 49, 54, 44, 54, 52, 44, 53, 54, 44, 53, 54, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 52, 124, 49, 50, 56, 44, 54, 52, 44, 49, + 44, 49, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 124, 49, + 44, 49, 50, 56, 44, 49, 44, 49, 59, 81, 117, 97, 110, 116, 105, 122, + 101, 100, 83, 51, 50, 124, 49, 54, 44, 49, 50, 56, 44, 50, 56, 44, + 50, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 52, 124, 49, + 54, 44, 49, 50, 56, 44, 50, 56, 44, 50, 56, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 52, 124, 49, 52, 4, 0, 0, 0, 5, 86, + 206, 65, 62, 0, 0, 0, 145, 22, 69, 252, 191, 174, 0, 1, 49, 54, + 44, 54, 52, 44, 49, 49, 50, 44, 49, 49, 50, 59, 81, 117, 97, 110, + 116, 105, 122, 101, 100, 83, 56, 124, 49, 54, 44, 54, 52, 44, 49, 49, + 50, 44, 49, 49, 50, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 52, 124, 53, 52, 4, 0, 0, 0, 252, 169, 161, 66}; static const std::vector TestLayoutTransform_Resnet18_QS8 = { -1,0,0,0,66,0,0,0,108,97,121,111,117,116,95,116,114,97,110,115,102,111,114,109,95,112,114,111,102,105,108,101,58,112,108,97,116,61,99,117,100,97,59,100,101,118,61,71,101,70, -111,114,99,101,32,82,84,88,32,50,48,56,48,32,84,105,59,99,97,112,61,55,46,53,4,1,0,0,51,0,0,0,84,121,112,101,67,118,116,49,54,44,53,49,50,44,49,44,49,59, -81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,53,49,50,44,49,44,49,59,70,108,111,97,116,51,50,124,53,52,4,0,0,0,147,24,132,64,51,0,0,0,84,121,112,101,67, -118,116,49,54,44,53,49,50,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,53,49,50,44,49,44,49,59,70,108,111,97,116,51,50,124,51,52,4,0,0,0, -192,202,161,64,51,0,0,0,84,121,112,101,67,118,116,49,54,44,53,49,50,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,53,49,50,44,49,44,49,59,70, -108,111,97,116,51,50,124,49,52,4,0,0,0,197,32,176,64,51,0,0,0,84,121,112,101,67,118,116,49,54,44,53,49,50,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,56, -124,49,54,44,53,49,50,44,49,44,49,59,70,108,111,97,116,51,50,124,48,52,4,0,0,0,14,45,178,64,172,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1, -0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0, -0,255,255,255,255,255,255,255,255,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,56,124,49,50,56,44,54,52,44,51,44,51,59,81,117,97,110,116,105, -122,101,100,83,56,124,49,44,49,50,56,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101, -100,83,56,124,51,52,4,0,0,0,34,219,121,66,173,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1, -0,0,0,1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,54,52,44,53, -54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,56,124,49,50,56,44,54,52,44,51,44,51,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,49,50,56,44,49,44,49,59, -81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,56,124,49,53,52,4,0,0,0,235,81,8,66,174, -0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0, -1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100, -83,56,124,49,50,56,44,49,50,56,44,51,44,51,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,49,50,56,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124, -49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,56,124,53,52,4,0,0,0,45,178,29,66,175,0,0,0,67,111,110,118,66,105,97,115,70,111,114, -119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0, -0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,56,124,49,50,56,44,49,50,56,44,51,44,51, -59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,49,50,56,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81, -117,97,110,116,105,122,101,100,83,56,124,49,53,52,4,0,0,0,227,165,59,66,171,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0, -0,0,0,0,0,0,0,3,0,0,0,3,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255, -255,49,54,44,52,44,50,50,52,44,50,50,52,59,81,117,97,110,116,105,122,101,100,83,56,124,54,52,44,52,44,55,44,55,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,54, -52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,53,52,4,0,0, -0,128,150,24,75,95,0,0,0,69,108,101,109,119,105,115,101,77,117,108,116,105,84,121,112,101,7,0,0,0,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101, -100,83,56,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,54,52,44,53,54,44,53,54,59,81,117,97,110,116,105,122,101,100,83, -56,124,49,52,4,0,0,0,158,239,199,65,171,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0, -0,3,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,52,44,50,50,52,44, -50,50,52,59,81,117,97,110,116,105,122,101,100,83,56,124,54,52,44,52,44,55,44,55,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,54,52,44,49,44,49,59,81,117,97,110, -116,105,122,101,100,83,51,50,124,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,51,52,4,0,0,0,98,16,240,66,172,0,0,0,67, -111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,3,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0, -1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,52,44,50,50,52,44,50,50,52,59,81,117,97,110,116,105,122,101,100,83,56,124,54, -52,44,52,44,55,44,55,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,54,52,44,49,49, -50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83,56,124,49,53,52,4,0,0,0,38,49,96,67,171,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0, -0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,3,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0, -255,255,255,255,255,255,255,255,49,54,44,52,44,50,50,52,44,50,50,52,59,81,117,97,110,116,105,122,101,100,83,56,124,54,52,44,52,44,55,44,55,59,81,117,97,110,116,105,122,101, -100,83,56,124,49,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,51,50,124,49,54,44,54,52,44,49,49,50,44,49,49,50,59,81,117,97,110,116,105,122,101,100,83, -56,124,49,52,4,0,0,0,96,229,224,66,197,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0, -0,0,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,54,52,44,53,54,44, -53,54,59,81,117,97,110,116,105,122,101,100,83,56,124,49,50,56,44,54,52,44,49,44,49,59,81,117,97,110,116,105,122,101,100,83,56,124,49,44,49,50,56,44,49,44,49,59,81,117, -97,110,116,105,122,101,100,83,51,50,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81,117,97,110,116,105,122,101,100,83,56,124,49,54,44,49,50,56,44,50,56,44,50,56,59,81, -117,97,110,116,105,122,101,100,83,56,124,51,52,4,0,0,0,47,221,196,65,197,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0, -0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255, 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44, 78, 44, 67, 37, 52, 125, 59, 123, 78, 44, + 67, 47, 47, 52, 44, 72, 44, 87, 44, 67, 37, 52, 125, 59, 52, 59, + 70, 108, 111, 97, 116, 51, 50, 59, 70, 108, 111, 97, 116, 51, 50, 4, + 0, 0, 0, 221, 36, 6, 65, 162, 0, 0, 0, 10, 151, 159, 190, 73, + 14, 145, 194, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, + 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, + 0, 0, 0, 0, 0, 0, 0, 255, 255, 255, 255, 255, 255, 255, 255, 49, + 54, 44, 54, 52, 44, 53, 54, 44, 53, 54, 59, 81, 117, 97, 110, 116, + 105, 122, 101, 100, 83, 56, 124, 54, 52, 44, 54, 52, 44, 51, 44, 51, + 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 49, 44, 54, + 52, 44, 49, 44, 49, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, + 51, 50, 124, 49, 54, 44, 54, 52, 44, 53, 54, 44, 53, 54, 59, 81, + 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 53, 52, 4, 0, 0, + 0, 244, 253, 100, 66, 80, 0, 0, 0, 49, 54, 44, 54, 52, 44, 49, + 49, 50, 44, 49, 49, 50, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, + 83, 56, 124, 123, 78, 44, 67, 44, 72, 44, 87, 125, 59, 123, 78, 44, + 67, 47, 47, 51, 50, 44, 72, 44, 87, 44, 67, 37, 51, 50, 125, 59, + 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 59, 81, 117, + 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, 0, 135, 22, 17, + 67, 87, 0, 0, 0, 49, 54, 44, 54, 52, 44, 49, 49, 50, 44, 49, + 49, 50, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 123, + 67, 47, 47, 52, 44, 72, 44, 87, 44, 78, 44, 67, 37, 52, 125, 59, + 123, 78, 44, 67, 47, 47, 51, 50, 44, 72, 44, 87, 44, 67, 37, 51, + 50, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, + 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 4, 0, 0, 0, + 105, 145, 209, 67, 78, 0, 0, 0, 49, 54, 44, 54, 52, 44, 53, 54, + 44, 53, 54, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, + 123, 78, 44, 67, 47, 47, 51, 50, 44, 72, 44, 87, 44, 67, 37, 51, + 50, 125, 59, 123, 78, 44, 72, 44, 87, 44, 67, 125, 59, 52, 59, 81, + 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 59, 81, 117, 97, 110, 116, + 105, 122, 101, 100, 83, 56, 4, 0, 0, 0, 153, 153, 201, 66, 78, 0, + 0, 0, 49, 54, 44, 54, 52, 44, 49, 49, 50, 44, 49, 49, 50, 59, + 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, 124, 123, 78, 44, 67, + 44, 72, 44, 87, 125, 59, 123, 67, 47, 47, 52, 44, 72, 44, 87, 44, + 78, 44, 67, 37, 52, 125, 59, 52, 59, 81, 117, 97, 110, 116, 105, 122, + 101, 100, 83, 56, 59, 81, 117, 97, 110, 116, 105, 122, 101, 100, 83, 56, + 4, 0, 0, 0, 61, 10, 63, 67}; static const std::vector TestLayoutTransform_Wide = { -1,0,0,0,66,0,0,0,108,97,121,111,117,116,95,116,114,97,110,115,102,111,114,109,95,112,114,111,102,105,108,101,58,112,108,97,116,61,99,117,100,97,59,100,101,118,61,71,101,70, -111,114,99,101,32,82,84,88,32,50,48,56,48,32,84,105,59,99,97,112,61,55,46,53,15,0,0,0,152,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0, -0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255, -255,255,255,255,255,255,255,49,54,44,49,54,44,51,50,44,51,50,59,70,108,111,97,116,51,50,124,49,54,44,49,54,44,51,44,51,59,70,108,111,97,116,51,50,124,49,44,49,54,44, -49,44,49,59,70,108,111,97,116,51,50,124,49,54,44,49,54,44,49,54,44,49,54,59,70,108,111,97,116,51,50,124,48,48,4,0,0,0,205,204,44,66,150,0,0,0,67,111,110,118, -66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,2,0,0,0,2,0,0,0,1,0,0,0,1,0,0, -0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,51,44,54,52,44,54,52,59,70,108,111,97,116,51,50,124,49,54,44,51,44,51,44,51,59,70, -108,111,97,116,51,50,124,49,44,49,54,44,49,44,49,59,70,108,111,97,116,51,50,124,49,54,44,49,54,44,51,50,44,51,50,59,70,108,111,97,116,51,50,124,48,48,4,0,0,0, -245,40,220,65,150,0,0,0,67,111,110,118,66,105,97,115,70,111,114,119,97,114,100,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,2,0,0, -0,2,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,255,255,255,255,255,255,255,255,49,54,44,49,54,44,49,54,44,49,54,59,70,108,111,97,116, -51,50,124,49,54,44,49,54,44,51,44,51,59,70,108,111,97,116,51,50,124,49,44,49,54,44,49,44,49,59,70,108,111,97,116,51,50,124,49,54,44,49,54,44,56,44,56,59,70,108, -111,97,116,51,50,124,48,48,4,0,0,0,82,184,30,66,68,0,0,0,69,108,101,109,119,105,115,101,16,0,0,0,49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124, -49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,49,48,4,0,0,0,242,210,205,64,68,0,0,0, -69,108,101,109,119,105,115,101,16,0,0,0,49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,49,54, -44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,48,48,4,0,0,0,96,229,208,64,57,0,0,0,49,54,44,49,54,44,51,50,44,51,50,59,70,108,111,97,116,51,50,124, -123,78,44,72,44,87,44,67,125,59,123,78,44,67,44,72,44,87,125,59,48,59,70,108,111,97,116,51,50,59,70,108,111,97,116,51,50,4,0,0,0,182,243,125,65,68,0,0,0,69, -108,101,109,119,105,115,101,21,0,0,0,49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,49,54,44, -49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,49,48,4,0,0,0,14,45,178,64,57,0,0,0,49,54,44,49,54,44,51,50,44,51,50,59,70,108,111,97,116,51,50,124,123, -78,44,67,44,72,44,87,125,59,123,78,44,72,44,87,44,67,125,59,48,59,70,108,111,97,116,51,50,59,70,108,111,97,116,51,50,4,0,0,0,145,237,60,65,55,0,0,0,49,54, -44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,123,78,44,72,44,87,44,67,125,59,123,78,44,67,44,72,44,87,125,59,48,59,70,108,111,97,116,51,50,59,70,108,111,97, -116,51,50,4,0,0,0,226,122,20,65,68,0,0,0,69,108,101,109,119,105,115,101,21,0,0,0,49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,49,54,44,49,54, -44,56,44,56,59,70,108,111,97,116,51,50,124,49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124,48,48,4,0,0,0,49,8,172,64,56,0,0,0,49,54,44,51,44, -54,52,44,54,52,59,70,108,111,97,116,51,50,124,123,78,44,72,44,87,44,67,125,59,123,78,44,67,44,72,44,87,125,59,48,59,70,108,111,97,116,51,50,59,70,108,111,97,116,51, -50,4,0,0,0,140,108,39,65,57,0,0,0,49,54,44,49,54,44,49,54,44,49,54,59,70,108,111,97,116,51,50,124,123,78,44,67,44,72,44,87,125,59,123,78,44,72,44,87,44, -67,125,59,48,59,70,108,111,97,116,51,50,59,70,108,111,97,116,51,50,4,0,0,0,58,180,8,65,55,0,0,0,49,54,44,49,54,44,56,44,56,59,70,108,111,97,116,51,50,124, -123,78,44,67,44,72,44,87,125,59,123,78,44,72,44,87,44,67,125,59,48,59,70,108,111,97,116,51,50,59,70,108,111,97,116,51,50,4,0,0,0,150,67,11,65,57,0,0,0,49, -54,44,49,54,44,49,54,44,49,54,59,70,108,111,97,116,51,50,124,123,78,44,72,44,87,44,67,125,59,123,78,44,67,44,72,44,87,125,59,48,59,70,108,111,97,116,51,50,59,70, -108,111,97,116,51,50,4,0,0,0,59,223,15,65,56,0,0,0,49,54,44,51,44,54,52,44,54,52,59,70,108,111,97,116,51,50,124,123,78,44,67,44,72,44,87,125,59,123,78,44, -72,44,87,44,67,125,59,48,59,70,108,111,97,116,51,50,59,70,108,111,97,116,51,50,4,0,0,0,119,190,31,65}; + 1, 0, 0, 0, 66, 0, 0, 0, 108, 97, 121, 111, 117, 116, 95, 116, + 114, 97, 110, 115, 102, 111, 114, 109, 95, 112, 114, 111, 102, 105, 108, 101, + 58, 112, 108, 97, 116, 61, 99, 117, 100, 97, 59, 100, 101, 118, 61, 71, + 101, 70, 111, 114, 99, 101, 32, 82, 84, 88, 32, 50, 48, 56, 48, 32, + 84, 105, 59, 99, 97, 112, 61, 55, 46, 53, 15, 0, 0, 0, 143, 0, + 0, 0, 10, 151, 159, 190, 73, 14, 145, 194, 1, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, + 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, 1, 0, 0, 0, 1, 0, + 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 255, 255, + 255, 255, 255, 255, 255, 255, 49, 54, 44, 51, 44, 54, 52, 44, 54, 52, + 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, 54, 44, 51, 44, 51, 44, + 51, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, 44, 49, 54, 44, 49, + 44, 49, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, 54, 44, 49, 54, + 44, 51, 50, 44, 51, 50, 59, 70, 108, 111, 97, 116, 51, 50, 124, 48, + 48, 4, 0, 0, 0, 65, 96, 69, 66, 68, 0, 0, 0, 218, 182, 120, + 146, 221, 155, 179, 235, 21, 0, 0, 0, 49, 54, 44, 49, 54, 44, 56, + 44, 56, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, 54, 44, 49, 54, + 44, 56, 44, 56, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, 54, 44, + 49, 54, 44, 56, 44, 56, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, + 48, 4, 0, 0, 0, 111, 18, 3, 65, 68, 0, 0, 0, 218, 182, 120, + 146, 221, 155, 179, 235, 16, 0, 0, 0, 49, 54, 44, 49, 54, 44, 56, + 44, 56, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, 54, 44, 49, 54, + 44, 56, 44, 56, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, 54, 44, + 49, 54, 44, 56, 44, 56, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, + 48, 4, 0, 0, 0, 107, 188, 244, 64, 57, 0, 0, 0, 49, 54, 44, + 49, 54, 44, 51, 50, 44, 51, 50, 59, 70, 108, 111, 97, 116, 51, 50, + 124, 123, 78, 44, 72, 44, 87, 44, 67, 125, 59, 123, 78, 44, 67, 44, + 72, 44, 87, 125, 59, 48, 59, 70, 108, 111, 97, 116, 51, 50, 59, 70, + 108, 111, 97, 116, 51, 50, 4, 0, 0, 0, 45, 178, 93, 65, 68, 0, + 0, 0, 218, 182, 120, 146, 221, 155, 179, 235, 21, 0, 0, 0, 49, 54, + 44, 49, 54, 44, 56, 44, 56, 59, 70, 108, 111, 97, 116, 51, 50, 124, + 49, 54, 44, 49, 54, 44, 56, 44, 56, 59, 70, 108, 111, 97, 116, 51, + 50, 124, 49, 54, 44, 49, 54, 44, 56, 44, 56, 59, 70, 108, 111, 97, + 116, 51, 50, 124, 48, 48, 4, 0, 0, 0, 67, 139, 236, 64, 57, 0, + 0, 0, 49, 54, 44, 49, 54, 44, 51, 50, 44, 51, 50, 59, 70, 108, + 111, 97, 116, 51, 50, 124, 123, 78, 44, 67, 44, 72, 44, 87, 125, 59, + 123, 78, 44, 72, 44, 87, 44, 67, 125, 59, 48, 59, 70, 108, 111, 97, + 116, 51, 50, 59, 70, 108, 111, 97, 116, 51, 50, 4, 0, 0, 0, 2, + 43, 71, 65, 145, 0, 0, 0, 10, 151, 159, 190, 73, 14, 145, 194, 1, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, + 0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, 1, + 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, + 0, 0, 0, 255, 255, 255, 255, 255, 255, 255, 255, 49, 54, 44, 49, 54, + 44, 51, 50, 44, 51, 50, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, + 54, 44, 49, 54, 44, 51, 44, 51, 59, 70, 108, 111, 97, 116, 51, 50, + 124, 49, 44, 49, 54, 44, 49, 44, 49, 59, 70, 108, 111, 97, 116, 51, + 50, 124, 49, 54, 44, 49, 54, 44, 49, 54, 44, 49, 54, 59, 70, 108, + 111, 97, 116, 51, 50, 124, 48, 48, 4, 0, 0, 0, 92, 143, 98, 66, + 68, 0, 0, 0, 218, 182, 120, 146, 221, 155, 179, 235, 16, 0, 0, 0, + 49, 54, 44, 49, 54, 44, 56, 44, 56, 59, 70, 108, 111, 97, 116, 51, + 50, 124, 49, 54, 44, 49, 54, 44, 56, 44, 56, 59, 70, 108, 111, 97, + 116, 51, 50, 124, 49, 54, 44, 49, 54, 44, 56, 44, 56, 59, 70, 108, + 111, 97, 116, 51, 50, 124, 48, 48, 4, 0, 0, 0, 166, 155, 4, 65, + 55, 0, 0, 0, 49, 54, 44, 49, 54, 44, 56, 44, 56, 59, 70, 108, + 111, 97, 116, 51, 50, 124, 123, 78, 44, 72, 44, 87, 44, 67, 125, 59, + 123, 78, 44, 67, 44, 72, 44, 87, 125, 59, 48, 59, 70, 108, 111, 97, + 116, 51, 50, 59, 70, 108, 111, 97, 116, 51, 50, 4, 0, 0, 0, 155, + 196, 32, 65, 56, 0, 0, 0, 49, 54, 44, 51, 44, 54, 52, 44, 54, + 52, 59, 70, 108, 111, 97, 116, 51, 50, 124, 123, 78, 44, 72, 44, 87, + 44, 67, 125, 59, 123, 78, 44, 67, 44, 72, 44, 87, 125, 59, 48, 59, + 70, 108, 111, 97, 116, 51, 50, 59, 70, 108, 111, 97, 116, 51, 50, 4, + 0, 0, 0, 252, 169, 49, 65, 56, 0, 0, 0, 49, 54, 44, 51, 44, + 54, 52, 44, 54, 52, 59, 70, 108, 111, 97, 116, 51, 50, 124, 123, 78, + 44, 67, 44, 72, 44, 87, 125, 59, 123, 78, 44, 72, 44, 87, 44, 67, + 125, 59, 48, 59, 70, 108, 111, 97, 116, 51, 50, 59, 70, 108, 111, 97, + 116, 51, 50, 4, 0, 0, 0, 66, 96, 37, 65, 57, 0, 0, 0, 49, + 54, 44, 49, 54, 44, 49, 54, 44, 49, 54, 59, 70, 108, 111, 97, 116, + 51, 50, 124, 123, 78, 44, 67, 44, 72, 44, 87, 125, 59, 123, 78, 44, + 72, 44, 87, 44, 67, 125, 59, 48, 59, 70, 108, 111, 97, 116, 51, 50, + 59, 70, 108, 111, 97, 116, 51, 50, 4, 0, 0, 0, 25, 4, 22, 65, + 143, 0, 0, 0, 10, 151, 159, 190, 73, 14, 145, 194, 1, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, + 1, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, 1, 0, 0, 0, + 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, + 255, 255, 255, 255, 255, 255, 255, 255, 49, 54, 44, 49, 54, 44, 49, 54, + 44, 49, 54, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, 54, 44, 49, + 54, 44, 51, 44, 51, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, 44, + 49, 54, 44, 49, 44, 49, 59, 70, 108, 111, 97, 116, 51, 50, 124, 49, + 54, 44, 49, 54, 44, 56, 44, 56, 59, 70, 108, 111, 97, 116, 51, 50, + 124, 48, 48, 4, 0, 0, 0, 238, 124, 79, 66, 55, 0, 0, 0, 49, + 54, 44, 49, 54, 44, 56, 44, 56, 59, 70, 108, 111, 97, 116, 51, 50, + 124, 123, 78, 44, 67, 44, 72, 44, 87, 125, 59, 123, 78, 44, 72, 44, + 87, 44, 67, 125, 59, 48, 59, 70, 108, 111, 97, 116, 51, 50, 59, 70, + 108, 111, 97, 116, 51, 50, 4, 0, 0, 0, 120, 233, 38, 65, 57, 0, + 0, 0, 49, 54, 44, 49, 54, 44, 49, 54, 44, 49, 54, 59, 70, 108, + 111, 97, 116, 51, 50, 124, 123, 78, 44, 72, 44, 87, 44, 67, 125, 59, + 123, 78, 44, 67, 44, 72, 44, 87, 125, 59, 48, 59, 70, 108, 111, 97, + 116, 51, 50, 59, 70, 108, 111, 97, 116, 51, 50, 4, 0, 0, 0, 140, + 108, 39, 65}; diff --git a/src/gopt/test/embed_cache.py b/src/gopt/test/embed_cache.py index db50a777..0f3c7cd2 100644 --- a/src/gopt/test/embed_cache.py +++ b/src/gopt/test/embed_cache.py @@ -7,19 +7,21 @@ # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# 为了保证全局图优化里的 profiling 结果不受到 ci 环境的影响，所以把写死的 profiling 结果存到了 cache 里去， -# 每次跑测试会从内存里读取 cache 里的 profiling 结果，然后根据 profiling 结果去做全局图优化。 -# 这个脚本用来把 dump 出去的 cache 文件转化成 cache 的头文件，用于测试时读取数据。 -# 如果在 src/gopt/test/layout_transform_pass.cpp 里添加了全局图优化相关的测试，则需要考虑用这个脚本来 -# 处理一下 profiling 数据。 +# 为了保证全局图优化里的 profiling 结果不受到 ci 环境的影响，所以把写死的 profiling 数据存到了 cache 里去， +# 每次跑测试会从内存 cache 里读取 profiling 结果，然后根据 profiling 结果去做全局图优化，这样确保每次运行 +# 结果都是一致的。 +# ProfilerCache 可以支持把内存中 cache 下来的 profiling 数据 dump 成文件。 +# 这个脚本就是用于把 dump 出去的 cache 文件打包成 cache 的头文件，用于测试时读取数据，构建 InMemory 的 ProfilerCache 。 +# 如果在 src/gopt/test/layout_transform_pass.cpp 里新添加了全局图优化相关的测试，则需要考虑用这个脚本来 +# 更新 cache 头文件中的 profiling 数据。 # 1. 首先将 src/gopt/test/layout_transform_pass.cpp 中的 `#define MGB_WITH_CACHED_TEST 1` 修改为 # `#define MGB_WITH_CACHED_TEST 0` # 2. 编译megbrain_test，并运行所有全局图优化相关测试： # ./megbrain_test --gtest_filter="*LayoutTransform*" # 3. 用这个脚本把所有的cache文件打包在一起 # python3 embed_cache.py -o cache_data.h $(ls /path/to/cache/*.cache) -# 4. 将步骤1中的 define 改回去，这样 profile 过程用到的是 cache 下来的数据。随后可以重新构建 megbrain_test ， -# 验证测试是否正确。 +# 4. 将步骤1中的 define 语句改回原样，这样 profile 过程就会使用 cache 下来的数据。 +# 5. 最后可以重新构建一下 megbrain_test ，确保测试结果正确。 import os.path import logging import hashlib diff --git a/src/gopt/test/layout_transform_pass.cpp b/src/gopt/test/layout_transform_pass.cpp index 8cba8b16..3e6db8e8 100644 --- a/src/gopt/test/layout_transform_pass.cpp +++ b/src/gopt/test/layout_transform_pass.cpp @@ -78,8 +78,9 @@ OprFormat tensor_formats_to_opr_format(TensorFormats tensor_format) { case TensorFormats::CHWNc4: return OprFormat::CHWN4; default: - mgb_throw(MegBrainError, "tensor format(%u) is not supported", - static_cast(tensor_format)); + mgb_throw( + MegBrainError, "tensor format(%u) is not supported", + static_cast(tensor_format)); } } @@ -92,28 +93,28 @@ public: } ~ProfilerMock() { // reset in memory cache - ProfilerCache::inst().set_impl( - std::make_unique()); + ProfilerCache::inst().set_impl(std::make_unique()); } private: - float profile_operator(const OperatorNodeBase* opr, - TensorFormats base_format, - TensorFormats tensor_format, - ReformatAttribute extra_attribute = - ReformatAttribute::DEFAULT) const override { - ProfilerCache::Key key{opr, tensor_formats_to_opr_format(tensor_format), - extra_attribute}; + float profile_operator( + const OperatorNodeBase* opr, TensorFormats base_format, + TensorFormats tensor_format, + ReformatAttribute extra_attribute = + ReformatAttribute::DEFAULT) const override { + ProfilerCache::Key key{ + opr, tensor_formats_to_opr_format(tensor_format), extra_attribute}; auto ret = ProfilerCache::inst().get(key); if (ret.valid()) return ret.val(); mgb_assert(false); } - float profile_operator(const OperatorNodeBase* opr, - const OprTensorFormatsConfiguration& base_config, - const OprTensorFormatsConfiguration& config, - ReformatAttribute extra_attribute = - ReformatAttribute::DEFAULT) const override { + float profile_operator( + const OperatorNodeBase* opr, + const OprTensorFormatsConfiguration& base_config, + const OprTensorFormatsConfiguration& config, + ReformatAttribute extra_attribute = + ReformatAttribute::DEFAULT) const override { ProfilerCache::Key key{opr, config.opr_format, extra_attribute}; std::string tmp; tmp.reserve(key.blob().size); @@ -122,8 +123,9 @@ private: return ret.val(); mgb_assert(false); } - float profile_var_node(const VarNode* var, TensorFormats base_format, - const ReformatKey& key) const override { + float profile_var_node( + const VarNode* var, TensorFormats base_format, + const ReformatKey& key) const override { ProfilerCache::Key pf_key{var, key}; auto ret = ProfilerCache::inst().get(pf_key); if (ret.valid()) @@ -174,18 +176,17 @@ TEST(TestLayoutTransform, Resnet18_QS8) { OprFormat::NCHW, TensorFormats::NCHW, Target::UNSPEC, ReformatAttribute::AUTO_PADDING_NHWC}; auto ctx = std::make_unique( - std::move(opr_list), std::move(available_tensor_formats), - attribute); - ctx->add_opr_config(opr::ConvBiasForward::typeinfo(), - {OprFormat::NCHW4, OprFormat::NCHW32, OprFormat::CHWN4, - OprFormat::NHWC}) - .add_opr_config(opr::PoolingForward::typeinfo(), - {OprFormat::NCHW4, OprFormat::NCHW32, - OprFormat::NHWC, OprFormat::CHWN4}); + std::move(opr_list), std::move(available_tensor_formats), attribute); + ctx->add_opr_config( + opr::ConvBiasForward::typeinfo(), + {OprFormat::NCHW4, OprFormat::NCHW32, OprFormat::CHWN4, OprFormat::NHWC}) + .add_opr_config( + opr::PoolingForward::typeinfo(), + {OprFormat::NCHW4, OprFormat::NCHW32, OprFormat::NHWC, + OprFormat::CHWN4}); #if MGB_WITH_CACHED_TEST auto profiler = std::make_unique( - static_cast( - TestLayoutTransform_Resnet18_QS8.data()), + static_cast(TestLayoutTransform_Resnet18_QS8.data()), TestLayoutTransform_Resnet18_QS8.size()); #else auto profiler = ProfilerBase::make_cached_profiler( @@ -278,8 +279,7 @@ TEST(TestLayoutTransform, Resnet18_QS4) { OprFormat::NHWC, OprFormat::CHWN4}); #if MGB_WITH_CACHED_TEST auto profiler = std::make_unique( - static_cast( - TestLayoutTransform_Resnet18_QS4.data()), + static_cast(TestLayoutTransform_Resnet18_QS4.data()), TestLayoutTransform_Resnet18_QS4.size()); #else auto profiler = ProfilerBase::make_cached_profiler( @@ -401,8 +401,7 @@ TEST(TestLayoutTransform, Detection_QS8) { OprFormat::NHWC, OprFormat::CHWN4}); #if MGB_WITH_CACHED_TEST auto profiler = std::make_unique( - static_cast( - TestLayoutTransform_Detection_QS8.data()), + static_cast(TestLayoutTransform_Detection_QS8.data()), TestLayoutTransform_Detection_QS8.size()); #else auto profiler = ProfilerBase::make_cached_profiler( @@ -479,8 +478,7 @@ TEST(TestLayoutTransform, Detection_QS4) { OprFormat::NHWC, OprFormat::CHWN4}); #if MGB_WITH_CACHED_TEST auto profiler = std::make_unique( - static_cast( - TestLayoutTransform_Detection_QS4.data()), + static_cast(TestLayoutTransform_Detection_QS4.data()), TestLayoutTransform_Detection_QS4.size()); #else auto profiler = ProfilerBase::make_cached_profiler( @@ -553,17 +551,16 @@ TEST(TestLayoutTransform, Wide) { OprFormat::NCHW, TensorFormats::NCHW, Target::UNSPEC, ReformatAttribute::DEFAULT}; auto ctx = std::make_unique( - std::move(opr_list), std::move(available_tensor_formats), - attribute); - ctx->add_opr_config(opr::ConvBiasForward::typeinfo(), - {OprFormat::NCHW, OprFormat::NHWC}); + std::move(opr_list), std::move(available_tensor_formats), attribute); + ctx->add_opr_config( + opr::ConvBiasForward::typeinfo(), {OprFormat::NCHW, OprFormat::NHWC}); #if MGB_WITH_CACHED_TEST auto profiler = std::make_unique( static_cast(TestLayoutTransform_Wide.data()), TestLayoutTransform_Wide.size()); #else - auto profiler = ProfilerBase::make_cached_profiler( - "TestLayoutTransform.Wide.cache"); + auto profiler = + ProfilerBase::make_cached_profiler("TestLayoutTransform.Wide.cache"); #endif std::unique_ptr solver{ new DynamicProgrammingSolver(std::move(profiler))}; @@ -674,8 +671,7 @@ TEST(TestLayoutTransform, DetectionHead) { {OprFormat::NHWC, OprFormat::NCHW4, OprFormat::NCHW64}); #if MGB_WITH_CACHED_TEST auto profiler = std::make_unique( - static_cast( - TestLayoutTransform_DetectionHead.data()), + static_cast(TestLayoutTransform_DetectionHead.data()), TestLayoutTransform_DetectionHead.size()); #else auto profiler = ProfilerBase::make_cached_profiler(