/* * Copyright (c) 2019-2021 Arm Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #include "arm_compute/runtime/CL/tuners/CLTuningParametersList.h" namespace arm_compute { namespace cl_tuner { constexpr unsigned int max_lws_supported_x{ 64u }; constexpr unsigned int max_lws_supported_y{ 32u }; constexpr unsigned int max_lws_supported_z{ 32u }; /** Non instantiable base class for Tuning parameters combinations that use Index2Cooard mapping */ class CLTuningParametersList : public ICLTuningParametersList { protected: /* Shape of 4-D search space */ TensorShape search_space_shape{ 0, 0, 0, 0 }; std::vector _lws_x{ 0 }; std::vector _lws_y{ 0 }; std::vector _lws_z{ 0 }; std::vector _wbsm{ 0 }; /* Modify the batches size of workgroups distributed to compute units. The value is in the range [-31,+31]. When 0, the runtime-selected wbs used is unmodified. */ /** Constructor */ CLTuningParametersList() = default; /** Copy Constructor */ CLTuningParametersList(const CLTuningParametersList &) = default; /** Move Constructor */ CLTuningParametersList(CLTuningParametersList &&) noexcept(true) = default; /** Assignment */ CLTuningParametersList &operator=(const CLTuningParametersList &) = default; /** Move Assignment */ CLTuningParametersList &operator=(CLTuningParametersList &&) noexcept(true) = default; /** Destructor */ virtual ~CLTuningParametersList() = default; // Inherited methods overridden: virtual size_t size() override; }; /** Exhaustive list of all possible Tuning parameters (lws) values */ class CLTuningParametersListExhaustive : public CLTuningParametersList { public: /** Prevent default constructor calls */ CLTuningParametersListExhaustive() = delete; /** Constructor */ CLTuningParametersListExhaustive(const cl::NDRange &gws, CLTuningInfo tuning_info); /** Copy Constructor */ CLTuningParametersListExhaustive(const CLTuningParametersListExhaustive &) = default; /** Move Constructor */ CLTuningParametersListExhaustive(CLTuningParametersListExhaustive &&) noexcept(true) = default; /** Assignment */ CLTuningParametersListExhaustive &operator=(const CLTuningParametersListExhaustive &) = default; /** Move Assignment */ CLTuningParametersListExhaustive &operator=(CLTuningParametersListExhaustive &&) noexcept(true) = default; /** Destructor */ ~CLTuningParametersListExhaustive() = default; // Inherited methods overridden: CLTuningParams operator[](size_t) override; }; /** A subset of LWS values that are either factors of gws when gws[2] < 16 or power of 2 */ class CLTuningParametersListNormal : public CLTuningParametersList { public: /** Constructor */ CLTuningParametersListNormal(const cl::NDRange &gws, CLTuningInfo tuning_info); /** Copy Constructor */ CLTuningParametersListNormal(const CLTuningParametersListNormal &) = default; /** Move Constructor */ CLTuningParametersListNormal(CLTuningParametersListNormal &&) noexcept(true) = default; /** Assignment */ CLTuningParametersListNormal &operator=(const CLTuningParametersListNormal &) = default; /** Move Assignment */ CLTuningParametersListNormal &operator=(CLTuningParametersListNormal &&) noexcept(true) = default; /** Destructor */ ~CLTuningParametersListNormal() = default; // Inherited methods overridden: CLTuningParams operator[](size_t) override; /** Prevent default constructor calls */ CLTuningParametersListNormal() = default; private: /** Utility function used to initialize the LWS values to test. * Only the LWS values which are power of 2 or satisfy the modulo conditions with GWS are taken into account by the CLTuner * * @param[in, out] lws Vector of LWS to test * @param[in] gws Size of the specific GWS * @param[in] lws_max Max LWS value allowed to be tested * @param[in] mod_let_one True if the results of the modulo operation between gws and the lws can be less than one. */ void initialize_lws_values(std::vector &lws, unsigned int gws, unsigned int lws_max, bool mod_let_one); }; /** A minimal subset of LWS values that only have 1,2 and 4/8 */ class CLTuningParametersListRapid : public CLTuningParametersListNormal { public: /** Prevent default constructor calls */ CLTuningParametersListRapid() = delete; /** Constructor */ CLTuningParametersListRapid(const cl::NDRange &gws, CLTuningInfo tuning_info); /** Copy Constructor */ CLTuningParametersListRapid(const CLTuningParametersListRapid &) = default; /** Move Constructor */ CLTuningParametersListRapid(CLTuningParametersListRapid &&) noexcept(true) = default; /** Assignment */ CLTuningParametersListRapid &operator=(const CLTuningParametersListRapid &) = default; /** Move Assignment */ CLTuningParametersListRapid &operator=(CLTuningParametersListRapid &&) noexcept(true) = default; /** Destructor */ virtual ~CLTuningParametersListRapid() = default; private: /** Utility function used to initialize the LWS values to test. * Only the LWS values that have 1,2 and 4/8 for each dimension are taken into account by the CLTuner * * @param[in, out] lws Vector of LWS to test * @param[in] lws_max Max LWS value allowed to be tested */ void initialize_lws_values(std::vector &lws, unsigned int lws_max); }; size_t CLTuningParametersList::size() { return search_space_shape.total_size(); } CLTuningParams CLTuningParametersListExhaustive::operator[](size_t index) { ARM_COMPUTE_ERROR_ON(index >= size()); auto coords = index2coords(search_space_shape, index); return CLTuningParams(coords[0] + 1U, coords[1] + 1U, coords[2] + 1U, static_cast(coords[3])); } CLTuningParametersListExhaustive::CLTuningParametersListExhaustive(const cl::NDRange &gws, CLTuningInfo tuning_info) { ARM_COMPUTE_UNUSED(gws); search_space_shape[0] = max_lws_supported_x; search_space_shape[1] = max_lws_supported_y; search_space_shape[2] = max_lws_supported_z; search_space_shape[3] = 1; if(tuning_info.tune_wbsm) { _wbsm = { -3, -2, -1, 0, 1, 2, 3 }; search_space_shape[3] = _wbsm.size(); } } CLTuningParams CLTuningParametersListNormal::operator[](size_t index) { ARM_COMPUTE_ERROR_ON(index >= size()); auto coords = index2coords(search_space_shape, index); return CLTuningParams(_lws_x[coords[0]], _lws_y[coords[1]], _lws_z[coords[2]], _wbsm[coords[3]]); } CLTuningParametersListNormal::CLTuningParametersListNormal(const cl::NDRange &gws, CLTuningInfo tuning_info) { auto lws_x_max = std::min(static_cast(gws[0]), max_lws_supported_x); auto lws_y_max = std::min(static_cast(gws[1]), max_lws_supported_y); auto lws_z_max = std::min(static_cast(gws[2]), max_lws_supported_z); // Initialize the tuning parameters values to test _lws_x = {}; _lws_y = {}; _lws_z = {}; initialize_lws_values(_lws_x, gws[0], lws_x_max, gws[2] > 16); // Explore lws that are not factors of gws only when gws[2] > 16 initialize_lws_values(_lws_y, gws[1], lws_y_max, gws[2] > 16); // Explore lws that are not factors of gws only when gws[2] > 16 initialize_lws_values(_lws_z, gws[2], lws_z_max, false); search_space_shape[0] = _lws_x.size(); search_space_shape[1] = _lws_y.size(); search_space_shape[2] = _lws_z.size(); search_space_shape[3] = 1; if(tuning_info.tune_wbsm) { _wbsm = { -2, -1, 0, 1, 2 }; search_space_shape[3] = _wbsm.size(); } } void CLTuningParametersListNormal::initialize_lws_values(std::vector &lws, unsigned int gws, unsigned int lws_max, bool mod_let_one) { lws.push_back(1); for(unsigned int i = 2; i <= lws_max; ++i) { // Power of two condition const bool is_power_of_two = (i & (i - 1)) == 0; // Condition for the module accordingly with the mod_let_one flag const bool mod_cond = mod_let_one ? (gws % i) <= 1 : (gws % i) == 0; if(mod_cond || is_power_of_two) { lws.push_back(i); } } } CLTuningParametersListRapid::CLTuningParametersListRapid(const cl::NDRange &gws, CLTuningInfo tuning_info) { auto lws_x_max = std::min(static_cast(gws[0]), 8u); // Limit exploration to 1 - 8 auto lws_y_max = std::min(static_cast(gws[1]), 4u); // Limit exploration to 1 - 4 auto lws_z_max = std::min(static_cast(gws[2]), 4u); // Limit exploration to 1 - 4 // Initialize the LWS values to test _lws_x = {}; _lws_y = {}; _lws_z = {}; initialize_lws_values(_lws_x, lws_x_max); initialize_lws_values(_lws_y, lws_y_max); initialize_lws_values(_lws_z, lws_z_max); search_space_shape[0] = _lws_x.size(); search_space_shape[1] = _lws_y.size(); search_space_shape[2] = _lws_z.size(); search_space_shape[3] = 1; if(tuning_info.tune_wbsm) { _wbsm = { -1, 0, 1 }; search_space_shape[3] = _wbsm.size(); } } void CLTuningParametersListRapid::initialize_lws_values(std::vector &lws, unsigned int lws_max) { lws.push_back(1); for(unsigned int i = 2; i <= lws_max; i *= 4) { lws.push_back(i); } } std::unique_ptr get_tuning_parameters_list(CLTuningInfo tuning_info, const cl::NDRange &gws) { switch(tuning_info.tuner_mode) { case CLTunerMode::EXHAUSTIVE: return std::make_unique(gws, tuning_info); case CLTunerMode::NORMAL: return std::make_unique(gws, tuning_info); case CLTunerMode::RAPID: return std::make_unique(gws, tuning_info); default: return nullptr; } } } // namespace cl_tuner } // namespace arm_compute