TensorRT-LLMs/cpp/tensorrt_llm/layers/lookaheadDecodingLayer.h
Kaiyu Xie 75057cd036
Update TensorRT-LLM (#2333)
* Update TensorRT-LLM

---------

Co-authored-by: Puneesh Khanna <puneesh.khanna@tii.ae>
Co-authored-by: Ethan Zhang <26497102+ethnzhng@users.noreply.github.com>
2024-10-15 15:28:40 +08:00

95 lines
3.0 KiB
C++

/*
* 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 <typename T>
class LookaheadDecodingLayer : public BaseLayer
{
public:
using Base = BaseLayer;
using Base::mBufferManager;
LookaheadDecodingLayer(DecoderDomain const& decoderDomain, std::shared_ptr<runtime::BufferManager> bufferManager);
void setup(runtime::SizeType32 batchSize, runtime::SizeType32 beamWidth, TensorConstPtr batchSlots,
std::shared_ptr<BaseSetupParams> const& baseSetupParams,
std::shared_ptr<runtime::DecodingLayerWorkspace> const& workspace) override;
void forwardAsync(std::shared_ptr<BaseDecodingOutputs> const& outputParams,
std::shared_ptr<BaseDecodingInputs> const& inputParams,
std::shared_ptr<runtime::DecodingLayerWorkspace> const& workspace) override;
//! @returns workspace needed for this layer in bytes
[[nodiscard]] size_t getWorkspaceSize() const noexcept override;
private:
void forwardSyncCPU(std::shared_ptr<LookaheadDecodingOutputs> const& outputs,
std::shared_ptr<LookaheadDecodingInputs> 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<LookaheadAlgorithm> mAlgos;
std::vector<TensorPtr> 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<CpuAlgorithmResources> mCpuAlgo;
runtime::SizeType32 mGlobalSteps{0};
};
} // namespace tensorrt_llm::layers