8f43927575
examples/ is based on KasperskyLab/knp at 55470ed6 with local changes to the mnist-learn altai/blifat models, cuda-backend CMake and model_loader. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
92 lines
2.3 KiB
C++
92 lines
2.3 KiB
C++
/**
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* @file stdp_common.h
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* @brief STDP internal common templates.
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* @kaspersky_support Artiom N.
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* @date 09.08.2023
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* @license Apache 2.0
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* @copyright © 2024 AO Kaspersky Lab
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#pragma once
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#include <set>
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#include "type_traits.h"
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/**
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* @brief Namespace for synapse traits.
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*/
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namespace knp::synapse_traits
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{
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/**
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* @brief Common template for the all STDP implementations.
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*
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* @tparam Rule type of learning rule that is applied to the base synapse. See `STDPSynapticResourceRule`.
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* @tparam Synapse type of base synapse.
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*
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* @note It defines a synapse type that can be used as a wrapper over a base synapse.
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*/
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template <template <typename> typename Rule, typename Synapse>
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struct STDP;
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/**
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* @brief Synapse with STDP rule.
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*
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* @details STDP rule is a template, because sometimes parameters can be different in the
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* different rule/synapse combinations.
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* @code
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template<>
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struct STDPAdditiveRule<DeltaSynapse>
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{
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using LinkedSynapseType = DeltaSynapse;
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float weight1_;
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float weight2_;
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};
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* @endcode
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*/
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template <template <typename> typename Rule, typename Synapse>
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struct synapse_parameters<STDP<Rule, Synapse>> : public synapse_parameters<Synapse>
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{
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/**
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* @brief Specific STDP rule type.
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*/
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using RuleType = Rule<Synapse>;
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/**
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* @brief Synapse model type.
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*/
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using SynapseType = Synapse;
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/**
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* @brief STDP rule parameters.
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*/
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RuleType rule_;
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};
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/**
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* @brief Common STDP parameters.
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*
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* @tparam Rule STDP rule.
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* @tparam SynapseType synapse type linked with STDP rule.
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*/
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template <template <typename> typename Rule, typename SynapseType>
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struct shared_synapse_parameters<STDP<Rule, SynapseType>>
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{
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};
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} // namespace knp::synapse_traits
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