/* * 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/layers/baseLayer.h" #include "tensorrt_llm/layers/decodingParams.h" #include "tensorrt_llm/runtime/common.h" #include "tensorrt_llm/runtime/decodingLayerWorkspace.h" #include namespace tensorrt_llm::layers { //! \brief Decoding layer for speculative decoding technique, when all tokens are generated, decoded and accepted in the //! engine. template class ExplicitDraftTokensLayer : public BaseLayer { public: using Base = BaseLayer; using PathsVec = std::vector>>; ExplicitDraftTokensLayer(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; 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 allocateBuffer(); void convertPackedMask(ExplicitDraftTokensOutputs const& outputs, ExplicitDraftTokensInputs const& inputs, std::shared_ptr const& workspace); void packAcceptedPaths(ExplicitDraftTokensOutputs const& outputs, ExplicitDraftTokensInputs const& inputs, std::shared_ptr const& workspace); template void fillContextBuffers(SizeType32 batchSize, BufferConstPtr batchSlots, ExplicitDraftTokensSetupParams const& setupParams, std::shared_ptr const& workspace); template void splitInputDataToBatchSlots(ExplicitDraftTokensOutputs const& outputs, ExplicitDraftTokensInputs const& inputs, std::shared_ptr const& workspace); private: using Base::mDecoderDomain; SizeType32 mNumPaths; SizeType32 mMaxPathLength; size_t mWorkspaceSize{0}; TensorPtr mCurandStatesDevice; TensorPtr mGenerationLengthInclusiveSum; TensorPtr mMaxGenerationLength; TensorPtr mTemperatureDevice; TensorPtr mBestPathIndicesSlots; TensorPtr mLastDraftIndicesSlots; TensorPtr mTemperature; std::optional mDecoderDtype{std::nullopt}; }; } // namespace tensorrt_llm::layers