TensorRT-LLMs/cpp/tensorrt_llm/layers/banWordsLayer.h
2024-09-03 12:14:23 +02:00

70 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 to ban specific words from being sampled.
//! Supports banning bad words and repeating N grams.
//! Set badWordsPtr, maxBadWordsLen and badWordsLengths to ban bad words.
//! Set noRepeatNgramSize in input params to ban repeat Ngrams.
//! Layer modifies logits in-place.
template <typename T>
class BanWordsLayer : public BaseLayer
{
public:
BanWordsLayer(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& baseSetupParams,
std::shared_ptr<runtime::DecodingLayerWorkspace> const& workspace) override;
//! \brief Modifies 'outputs->logits' in-place with -INF for banned words
void forwardAsync(std::shared_ptr<BaseDecodingOutputs> const& outputs,
std::shared_ptr<BaseDecodingInputs> const& inputs,
std::shared_ptr<runtime::DecodingLayerWorkspace> const& workspace) override;
private:
void allocateBuffer();
void banBadWords(TensorPtr const& logits, std::shared_ptr<BaseDecodingOutputs> const& outputs,
std::shared_ptr<DecodingInputs> const& inputs, BufferConstPtr const& batchSlots,
DecoderDomain const& decoderDomain, runtime::SizeType32 maxSeqLen);
void banRepeatNGrams(TensorPtr const& logits, std::shared_ptr<BaseDecodingOutputs> const& outputs,
std::shared_ptr<DecodingInputs> const& inputs, BufferConstPtr const& batchSlots,
BufferPtr noRepeatNgramSizeDevice, DecoderDomain const& decoderDomain, runtime::SizeType32 maxSeqLen,
bool useNoRepeatNgramSize);
private:
executor::DecodingMode mDecodingMode;
TensorPtr mNoRepeatNgramSizeDevice;
TensorPtr mNoRepeatNgramSize;
bool mUseNoRepeatNgramSize{false};
};
} // namespace tensorrt_llm::layers