/* * Copyright (c) 2020-2022, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without modification, are permitted * provided that the following conditions are met: * * Redistributions of source code must retain the above copyright notice, this list of * conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above copyright notice, this list of * conditions and the following disclaimer in the documentation and/or other materials * provided with the distribution. * * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used * to endorse or promote products derived from this software without specific prior written * permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; * OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, * STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. */ /** @file optimizer.cu * @author Thomas Müller, NVIDIA * @brief API interface of optimizers that can be used to train models. */ #include #include #include #include #include #include #include #include #include #include #ifdef TCNN_SHAMPOO #include #endif TCNN_NAMESPACE_BEGIN template Optimizer* create_optimizer(const json& optimizer) { std::string optimizer_type = optimizer.value("otype", "Adam"); if (equals_case_insensitive(optimizer_type, "Adam")) { return new AdamOptimizer{optimizer}; } else if (equals_case_insensitive(optimizer_type, "Average")) { return new AverageOptimizer{optimizer}; } else if (equals_case_insensitive(optimizer_type, "Batched")) { return new BatchedOptimizer{optimizer}; } else if (equals_case_insensitive(optimizer_type, "Composite")) { return new CompositeOptimizer{optimizer}; } else if (equals_case_insensitive(optimizer_type, "Ema")) { return new EmaOptimizer{optimizer}; } else if (equals_case_insensitive(optimizer_type, "ExponentialDecay")) { return new ExponentialDecayOptimizer{optimizer}; } else if (equals_case_insensitive(optimizer_type, "Lookahead")) { return new LookaheadOptimizer{optimizer}; } else if (equals_case_insensitive(optimizer_type, "Novograd")) { return new NovogradOptimizer{optimizer}; } else if (equals_case_insensitive(optimizer_type, "SGD")) { return new SGDOptimizer{optimizer}; } else if (equals_case_insensitive(optimizer_type, "Shampoo")) { #ifdef TCNN_SHAMPOO return new ShampooOptimizer{optimizer}; #else throw std::runtime_error{"The Shampoo optimizer is only available when compiling with CUDA 11 or higher."}; #endif } else { throw std::runtime_error{fmt::format("Invalid optimizer type: {}", optimizer_type)}; } } template Optimizer* create_optimizer(const json& optimizer); template Optimizer<__half>* create_optimizer(const json& optimizer); TCNN_NAMESPACE_END