TensorRT-LLMs/cpp/tensorrt_llm/layers/explicitDraftTokensLayer.h
Kaiyu Xie bca9a33b02
Update TensorRT-LLM (#2008)
* Update TensorRT-LLM

---------

Co-authored-by: Timur Abishev <abishev.timur@gmail.com>
Co-authored-by: MahmoudAshraf97 <hassouna97.ma@gmail.com>
Co-authored-by: Saeyoon Oh <saeyoon.oh@furiosa.ai>
Co-authored-by: hattizai <hattizai@gmail.com>
2024-07-23 23:05:09 +08:00

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2.7 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 "tensorrt_llm/layers/baseLayer.h"
#include "tensorrt_llm/layers/decodingParams.h"
#include "tensorrt_llm/runtime/common.h"
#include <curand_kernel.h>
namespace tensorrt_llm::layers
{
//! \brief Decoding layer for speculative decoding technique, when all tokens are generated, decoded and accepted in the
//! engine.
template <typename T>
class ExplicitDraftTokensLayer : public BaseLayer
{
public:
using Base = BaseLayer;
using PathsVec = std::vector<std::vector<std::vector<runtime::SizeType32>>>;
ExplicitDraftTokensLayer(DecoderDomain const& decoderDomain, std::shared_ptr<runtime::BufferManager> bufferManager);
void setup(runtime::SizeType32 batchSize, runtime::SizeType32 beamWidth, BufferConstPtr batchSlots,
std::shared_ptr<BaseSetupParams> const& setupParams) override;
void forwardAsync(std::shared_ptr<BaseDecodingOutputs> const& outputs,
std::shared_ptr<BaseDecodingInputs> const& inputs) override;
//! @returns workspace needed for this layer in bytes
[[nodiscard]] size_t getWorkspaceSize() const noexcept override;
private:
void allocateBuffer();
void fillContextBuffers(
SizeType32 batchSize, BufferConstPtr batchSlots, ExplicitDraftTokensSetupParams const& params);
void convertPackedMask(ExplicitDraftTokensOutputs const& outputs, ExplicitDraftTokensInputs const& inputs);
void splitInputDataToBatchSlots(ExplicitDraftTokensOutputs const& outputs, ExplicitDraftTokensInputs const& inputs);
void packAcceptedPaths(ExplicitDraftTokensOutputs const& outputs, ExplicitDraftTokensInputs const& inputs);
private:
using Base::mDecoderDomain;
SizeType32 mNumPaths;
SizeType32 mMaxPathLength;
size_t mScanWorkspaceSizeInBytes{0};
size_t mReduceWorkspaceSizeInBytes{0};
TensorPtr mRandomSeedsDevice;
TensorPtr mCurandStatesDevice;
BufferPtr mWorkspaceDevice;
TensorPtr mGenerationLengthInclusiveSum;
TensorPtr mMaxGenerationLength;
TensorPtr mTemperatureDevice;
TensorPtr mBestPathIndicesSlots;
TensorPtr mLastDraftIndicesSlots;
TensorPtr mTemperature;
};
} // namespace tensorrt_llm::layers