TensorRT-LLMs/cpp/tensorrt_llm/layers/banWordsLayer.h
Kaiyu Xie bf0a5afc92
Update TensorRT-LLM (#1598)
* Update TensorRT-LLM
2024-05-14 16:43:41 +08:00

75 lines
2.9 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 <curand_kernel.h>
#include "tensorrt_llm/common/tensor.h"
#include "tensorrt_llm/layers/baseLayer.h"
#include "tensorrt_llm/layers/decodingParams.h"
#include "tensorrt_llm/runtime/decodingMode.h"
#include "tensorrt_llm/runtime/iTensor.h"
namespace tensorrt_llm
{
namespace 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(runtime::DecodingMode const& mode, DecoderDomain const& decoderDomain, cudaStream_t stream,
std::shared_ptr<tensorrt_llm::common::IAllocator> allocator);
~BanWordsLayer() override = default;
void setup(runtime::SizeType32 batchSize, runtime::SizeType32 beamWidth, runtime::SizeType32 const* batchSlots,
std::shared_ptr<BaseSetupParams> setupParams) override;
//! \brief Modifies 'outputs->logits' in-place with -INF for banned words
void forward(std::shared_ptr<BaseOutputParams> outputs, std::shared_ptr<BaseInputParams> inputs) override;
private:
static void banRepeatNGrams(tc::Tensor& logits, std::shared_ptr<DynamicDecodeOutputParams> const& outputs,
std::shared_ptr<DynamicDecodeInputParams> const& params, runtime::SizeType32 const* batchSlots,
runtime::SizeType32 batchSize, runtime::SizeType32 beamWidth, runtime::SizeType32 maxSeqLen,
runtime::SizeType32 vocabSizePadded, cudaStream_t stream);
static void banBadWords(tc::Tensor& logits, std::shared_ptr<DynamicDecodeOutputParams> const& outputs,
std::shared_ptr<DynamicDecodeInputParams> const& params, runtime::SizeType32 const* batchSlots,
runtime::SizeType32 batchSize, runtime::SizeType32 beamWidth, runtime::SizeType32 maxSeqLen,
runtime::SizeType32 vocabSizePadded, cudaStream_t stream);
private:
using BaseLayer::mWorkspaceSize;
using BaseLayer::mAllocatedSize;
using BaseLayer::mStream;
using BaseLayer::mAllocator;
runtime::DecodingMode mDecodingMode;
};
} // namespace layers
} // namespace tensorrt_llm