/* * Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. * * 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 "lookaheadAlgorithm.h" #include "tensorrt_llm/layers/baseLayer.h" #include "tensorrt_llm/layers/decodingParams.h" #include "tensorrt_llm/runtime/common.h" namespace tensorrt_llm::layers { //! \brief LookaheadDecodingLayer template class LookaheadDecodingLayer : public BaseLayer { public: using Base = BaseLayer; using Base::mBufferManager; LookaheadDecodingLayer(DecoderDomain const& decoderDomain, std::shared_ptr bufferManager); void setup(runtime::SizeType32 batchSize, runtime::SizeType32 beamWidth, TensorConstPtr batchSlots, std::shared_ptr const& baseSetupParams, std::shared_ptr const& workspace) override; void forwardAsync(std::shared_ptr const& outputParams, std::shared_ptr const& inputParams, std::shared_ptr const& workspace) override; //! @returns workspace needed for this layer in bytes [[nodiscard]] size_t getWorkspaceSize() const noexcept override; private: void forwardSyncCPU(std::shared_ptr const& outputs, std::shared_ptr const& inputs); private: using Base::mDecoderDomain; size_t mWorkspaceSize{}; size_t mSetupWorkspaceSize{}; TensorPtr mCurandStatesDevice; TensorPtr mTargetTokensDevice; struct CpuAlgorithmResources { explicit CpuAlgorithmResources(DecoderDomain const& decoderDomain); std::vector mAlgos; std::vector mPrompts; TensorPtr mBatchSlots; TensorPtr mTargetTokens; TensorPtr mTokensPerStep; TensorPtr mEndIds; TensorPtr mOutputIds; TensorPtr mPathsOffsets; TensorPtr mPathsOffsetsBatch; TensorPtr mNumNewTokens; TensorPtr mNumNewTokensCumSum; TensorPtr mNewTokens; TensorPtr mNextDraftTokens; TensorPtr mNextDraftPosIds; TensorPtr mNextDraftLengths; TensorPtr mSequenceLengths; TensorPtr mGenerationLengths; TensorPtr mAttentionMask; TensorPtr mPackedMask; TensorPtr mPositionOffsets; TensorPtr mPositionIds; }; std::optional mCpuAlgo; runtime::SizeType32 mGlobalSteps{0}; }; } // namespace tensorrt_llm::layers