/* * Copyright (c) 2019-2024, NVIDIA CORPORATION. All rights reserved. * Copyright (c) 2021, NAVER Corp. Authored by CLOVA. * * 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 * * http://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. */ #pragma once #include #include "tensorrt_llm/executor/types.h" #include "tensorrt_llm/layers/baseLayer.h" #include "tensorrt_llm/layers/decodingParams.h" namespace tensorrt_llm::layers { //! \brief Layer applies penalties to the logits. Supports: //! 1. Temperature //! 2. Repetition penalty //! 3. Presence penalty //! 4. Frequency penalty //! 5. Min length penalty template class PenaltyLayer : public BaseLayer { public: PenaltyLayer(executor::DecodingMode const& mode, DecoderDomain const& decoderDomain, std::shared_ptr bufferManager); void setup(runtime::SizeType32 batchSize, runtime::SizeType32 beamWidth, TensorConstPtr batchSlots, std::shared_ptr const& setupParams, std::shared_ptr const& workspace) override; //! \brief Modifies 'outputs->logits' in-place with -INF for banned words void forwardAsync(std::shared_ptr const& outputs, std::shared_ptr const& inputs, std::shared_ptr const& workspace) override; //! @returns workspace needed for this layer in bytes [[nodiscard]] size_t getWorkspaceSize() const noexcept override; private: void initialize(); void allocateWorkspace(); void allocateBuffer(); private: using BaseLayer::mDecoderDomain; executor::DecodingMode mDecodingMode; size_t mWorkspaceSize{}; TensorPtr mTemperatureDevice; TensorPtr mRepetitionPenaltyDevice; TensorPtr mPresencePenaltyDevice; TensorPtr mFrequencyPenaltyDevice; TensorPtr mMinLengthDevice; TensorPtr mTemperature; TensorPtr mRepetitionPenalty; TensorPtr mPresencePenalty; TensorPtr mFrequencyPenalty; TensorPtr mMinLength; bool mUseTemperature{false}; bool mUseRepetitionPenalty{false}; bool mUsePresencePenalty{false}; bool mUseFrequencyPenalty{false}; bool mUseMinLength{false}; runtime::SizeType32 mCyclicStep{0}; runtime::SizeType32 mRuntimeMaxSeqLen{0}; runtime::SizeType32 mConfiguredBeamWidth{-1}; BufferPtr mPenaltyWorkspaceDevice; BufferPtr mPenaltyWorkspacePrevDevice; TensorPtr mLogitsPtrsHost; }; } // namespace tensorrt_llm::layers