TensorRT-LLMs/cpp/tensorrt_llm/layers/onlineBeamSearchLayer.h
Kaiyu Xie d8b408e6dc
Update TensorRT-LLM (#148)
* Update TensorRT-LLM

---------

Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2023-10-27 12:10:00 +08:00

83 lines
2.4 KiB
C++

/*
* Copyright (c) 2019-2023, 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/kernels/onlineSoftmaxBeamsearchKernels.h"
#include "tensorrt_llm/layers/baseBeamSearchLayer.h"
#include <optional>
namespace tc = tensorrt_llm::common;
namespace tensorrt_llm
{
namespace layers
{
// TODO - merge this class with BaseBeamSearchLayer
template <typename T>
class OnlineBeamSearchLayer : public BaseBeamSearchLayer<T>
{
public:
using Base = BaseBeamSearchLayer<T>;
class SetupParams : public Base::SetupParams
{
public:
std::optional<std::vector<float>> beam_search_diversity_rate; // [1] or [batch_size] on cpu
std::optional<std::vector<float>> length_penalty; // [1] or [batch_size] on cpu
};
OnlineBeamSearchLayer(size_t vocab_size, size_t vocab_size_padded, cudaStream_t stream, tc::IAllocator* allocator,
bool is_free_buffer_after_forward);
OnlineBeamSearchLayer(OnlineBeamSearchLayer<T> const& beam_search_layer);
~OnlineBeamSearchLayer() override;
void setup(size_t batch_size, SetupParams const& setupParams);
protected:
// meta data
using Base::vocab_size_;
using Base::vocab_size_padded_;
using Base::topk_softmax_workspace_size_;
using Base::topk_softmax_workspace_;
using typename Base::BeamSearchOutputParams;
using typename Base::SoftmaxParams;
void invokeSoftMax(BeamSearchOutputParams& outputs, SoftmaxParams const& params) override;
using Base::stream_;
using Base::is_allocate_buffer_;
using Base::allocator_;
std::vector<float> mDiversityRate;
std::vector<float> mLengthPenalty;
float* diversity_rates_buf_;
float* length_penalties_buf_;
private:
void allocateBuffer(size_t batch_size);
void freeBuffer();
};
} // namespace layers
} // namespace tensorrt_llm