TensorRT-LLMs/cpp/tensorrt_llm/layers/decodingLayer.h
Kaiyu Xie 8681b3a4c0
open source 4dbf696ae9b74a26829d120b67ab8443d70c8e58 (#2297)
* Update TensorRT-LLM

---------

Co-authored-by: Bhuvanesh Sridharan <bhuvanesh.sridharan@sprinklr.com>
Co-authored-by: Qingquan Song <ustcsqq@gmail.com>
2024-10-08 12:19:19 +02:00

69 lines
2.7 KiB
C++

/*
* Copyright (c) 2019-2024, NVIDIA CORPORATION. All rights reserved.
* Copyright (c) 2021, NAVER Corp. Authored by CLOVA.
*
* 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/types.h"
#include "tensorrt_llm/layers/baseLayer.h"
#include "tensorrt_llm/layers/decodingParams.h"
#include <curand_kernel.h>
namespace tensorrt_llm::layers
{
//! \brief Layer performs token decoding using sampling (beamWidth=1), beam search (beamWidth>1) or Medusa.
template <typename T>
class DecodingLayer : public BaseLayer
{
public:
DecodingLayer(executor::DecodingMode const& mode, DecoderDomain const& decoderDomain,
std::shared_ptr<runtime::BufferManager> bufferManager);
void setup(runtime::SizeType32 batchSize, runtime::SizeType32 beamWidth, TensorConstPtr batchSlots,
std::shared_ptr<BaseSetupParams> const& setupParams,
std::shared_ptr<runtime::DecodingLayerWorkspace> const& workspace) override;
//! \brief Calls single SamplingLayer::forwardAsync or MedusaDecodingLayer::forwardAsync in batched mode
//! or runs BeamSearchLayer::forwardAsync in the loop for each request.
//! Modifies outputs->logits in-place.
void forwardAsync(std::shared_ptr<BaseDecodingOutputs> const& outputs,
std::shared_ptr<BaseDecodingInputs> const& inputs,
std::shared_ptr<runtime::DecodingLayerWorkspace> const& workspace) override;
//! \brief Calls forwardSync of configured decoding layer.
void forwardSync(std::shared_ptr<BaseDecodingOutputs> const& outputs,
std::shared_ptr<BaseDecodingInputs> const& inputs,
std::shared_ptr<runtime::DecodingLayerWorkspace> const& workspace) override;
//! @returns workspace needed for this layer in bytes
[[nodiscard]] size_t getWorkspaceSize() const noexcept override;
private:
[[nodiscard]] std::tuple<std::shared_ptr<BaseDecodingOutputs>, std::shared_ptr<BaseDecodingInputs>> prepareParams(
std::shared_ptr<BaseDecodingOutputs> const& outputs, std::shared_ptr<BaseDecodingInputs> const& inputs) const;
private:
using BaseLayer::mDecoderDomain;
executor::DecodingMode mDecodingMode;
std::unique_ptr<BaseLayer> mDecodingLayer;
};
} // namespace tensorrt_llm::layers