/* * 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 "tensorrt_llm/executor/executor.h" #include "tensorrt_llm/runtime/bufferManager.h" #include "tensorrt_llm/runtime/explicitDraftTokensModule.h" #include "tensorrt_llm/runtime/iBuffer.h" #include "tensorrt_llm/runtime/iTensor.h" #include "tensorrt_llm/runtime/modelConfig.h" #include "tensorrt_llm/runtime/worldConfig.h" #include namespace tensorrt_llm::runtime { class ExplicitDraftTokensBuffers { public: using SizeType32 = runtime::SizeType32; using ITensor = runtime::ITensor; using BufferPtr = runtime::IBuffer::SharedPtr; using TensorPtr = runtime::ITensor::SharedPtr; using TensorMap = runtime::StringPtrMap; class Inputs { public: //! [maxBatchSize] TensorPtr temperatures; //! [maxBatchSize] TensorPtr positionIdsBase; //! [maxBatchSize] or [numGenSequences] TensorPtr generationLengths; //! [maxBatchSize] TensorPtr randomDataSample; //! [maxBatchSize, maxNumPaths, maxPathDraftLen] or [numGenSequences, maxNumPaths, maxPathDraftLen] TensorPtr randomDataValidation; //! [maxBatchSize, maxNumPaths, maxPathLen] or [numGenSequences, maxNumPaths, maxPathLen] TensorPtr draftTokens; //! [maxBatchSize, maxNumPaths, maxPathLen] or [numGenSequences, maxNumPaths, maxPathLen] TensorPtr draftIndices; //! [maxBatchSize, maxNumPaths, maxPathDraftLen, vocabSize] //! or [numGenSequences, maxNumPaths, maxPathDraftLen, vocabSize] TensorPtr draftProbs; //! [maxBatchSize, maxDecodingTokens, ceil(maxDecodingTokens / 32)] //! or [numGenSequences, maxDecodingTokens, ceil(maxDecodingTokens / 32)] TensorPtr packedMasks; //! [maxBatchSize] or [numGenSequences] TensorPtr positionIds; // [1], on pinned TensorPtr maxGenLengthHost; // [maxBatchSize] TensorPtr generationLengthsHost; // [1], on cpu TensorPtr useSpecDecoding; void create(SizeType32 maxNumSequences, runtime::BufferManager const& manager, runtime::ModelConfig const& modelConfig, runtime::WorldConfig const& worldConfig); }; class EngineInputs : public Inputs { public: //! [numSequences], on gpu TensorPtr requestTypesDevice; //! [numGenSequences] TensorPtr positionOffsets; } engineInputs; class EngineOutputs { public: //! [batchSize] TensorPtr nextGenerationLengths; //! [batchSize] TensorPtr nextPositionOffsets; //! [batchSize, maxDecodingTokens, maxDecodingTokens], bool TensorPtr masks; //! [batchSize, maxNumPaths, maxPathLen] TensorPtr nextDraftTokens; //! [batchSize, maxNumPaths, maxPathLen] TensorPtr nextDraftIndices; //! [batchSize, maxNumPaths, maxDraftPathLen, vocabSize] TensorPtr nextDraftProbs; //! [batchSize * maxDecodingTokens] TensorPtr nextFlatTokens; //! [batchSize] TensorPtr bestPathLengths; //! [batchSize] TensorPtr bestPathIndices; //! [1] TensorPtr maxGenToken; //! [1] TensorPtr totalGenToken; //! [batchSize * maxDecodingTokens] TensorPtr packedPositionIds; } engineOutputs; public: ExplicitDraftTokensBuffers(SizeType32 maxBatchSize, SizeType32 maxBeamWidth, runtime::BufferManager const& manager, runtime::ModelConfig const& modelConfig, runtime::WorldConfig const& worldConfig); void reshape(SizeType32 numCtxSequences, SizeType32 numGenSequences, runtime::ModelConfig const& modelConfig); void setFromInputs(SizeType32 numCtxSequences, SizeType32 numGenSequences, runtime::ITensor const& requestTypes, ITensor const& seqSlots, ExplicitDraftTokensBuffers::Inputs const& decoderBuffers, ITensor const& contextPositionIds, runtime::ModelConfig const& modelConfig, runtime::WorldConfig const& worldConfig, runtime::BufferManager const& manager, runtime::CudaStream const& stream) const; void insertInputTensors( TensorMap& inputBuffers, TensorMap& outputBuffers, runtime::WorldConfig const& worldConfig) const; private: template void setFromInputs(SizeType32 numCtxSequences, SizeType32 numGenSequences, SizeType32 vocabSizePadded, ITensor const& seqSlots, ExplicitDraftTokensBuffers::Inputs const& draftBuffers, ITensor const& contextPositionIds, runtime::ExplicitDraftTokensModule const& explicitDraftTokensModule, runtime::CudaStream const& stream) const; public: // helper tensors std::size_t scanTempStorageBytes{0}; BufferPtr scanTempStorage; TensorPtr cumSumGenerationLengths; }; } // namespace tensorrt_llm::runtime