// Copyright 2024 Google LLC // SPDX-License-Identifier: Apache-2.0 // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // https://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "backprop/backward.h" #include "backprop/activations.h" #include "backprop/prompt.h" #include "gemma/common.h" #include "gemma/weights.h" #include "util/allocator.h" #include "hwy/contrib/thread_pool/thread_pool.h" // Compiles this file for multiple architectures via "foreach_target.h", to // which we pass the filename via macro 'argument'. // clang-format off #undef HWY_TARGET_INCLUDE #define HWY_TARGET_INCLUDE "backprop/backward.cc" // NOLINT // clang-format on #include "hwy/foreach_target.h" // IWYU pragma: keep #include "hwy/highway.h" // After highway.h #include "backprop/backward-inl.h" HWY_BEFORE_NAMESPACE(); namespace gcpp { namespace HWY_NAMESPACE { void CrossEntropyLossBackwardPassT(const Prompt& prompt, const ModelWeightsPtrs& weights, const ForwardPass& forward, ModelWeightsPtrs& grad, ForwardPass& backward, RowVectorBatch& inv_timescale, hwy::ThreadPool& pool) { CrossEntropyLossBackwardPassInl(prompt, weights, forward, grad, backward, inv_timescale, pool); } } // namespace HWY_NAMESPACE } // namespace gcpp HWY_AFTER_NAMESPACE(); #if HWY_ONCE namespace gcpp { HWY_EXPORT(CrossEntropyLossBackwardPassT); void CrossEntropyLossBackwardPass(const Prompt& prompt, const ModelWeightsPtrs& weights, const ForwardPass& forward, ModelWeightsPtrs& grad, ForwardPass& backward, RowVectorBatch& inv_timescale, hwy::ThreadPool& pool) { return HWY_DYNAMIC_DISPATCH(CrossEntropyLossBackwardPassT)( prompt, weights, forward, grad, backward, inv_timescale, pool); } } // namespace gcpp #endif // HWY_ONCE