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https://github.com/NVIDIA/TensorRT-LLM.git
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* Update TensorRT-LLM --------- Co-authored-by: Morgan Funtowicz <funtowiczmo@gmail.com> Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
186 lines
5.8 KiB
C++
186 lines
5.8 KiB
C++
/*
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* SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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* SPDX-License-Identifier: Apache-2.0
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#ifndef TRT_SELECTIVE_SCAN_PLUGIN_H
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#define TRT_SELECTIVE_SCAN_PLUGIN_H
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#include "tensorrt_llm/kernels/selectiveScan.h"
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#include "tensorrt_llm/plugins/common/plugin.h"
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#include <cassert>
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namespace tensorrt_llm::plugins
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{
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// batch_size = num_ctx_requests or num_gen_requests
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// num_ctx_requests = number of context requests (single sequence per request).
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// num_gen_requests = number of generation requests (single sequences per request).
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// can not support beam search
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// inputs
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// 0. input_tensor [batch_size, seq_len, dim]
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// 1. state [batch_size, dstate, dim]
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// 2. delta [batch_size, seq_len, dim]
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// 3. delta_bias [dim]
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// 4. A [dstate, dim]
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// 5. B [batch_size, seq_len, dstate]
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// 6. C [batch_size, seq_len, dstate]
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// 7. D [dim]
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// 8. z [batch_size, seq_len, dim]
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// 9. host_request_types [batch_size] int32. 0: context; 1: generation; 2: none.
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// outputs
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// 0. output_tensor [batch_size, seq_len, dim]
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// 1. state [batch_size, dstate, dim]
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class SelectiveScanPlugin : public BasePlugin
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{
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public:
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SelectiveScanPlugin(
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int dim, int dstate, bool isVariableB, bool isVariableC, bool deltaSoftplus, nvinfer1::DataType type);
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SelectiveScanPlugin(const void* data, size_t length);
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~SelectiveScanPlugin() override = default;
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// IPluginV2DynamicExt Methods
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nvinfer1::IPluginV2DynamicExt* clone() const noexcept override;
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nvinfer1::DimsExprs getOutputDimensions(int outputIndex, const nvinfer1::DimsExprs* inputs, int nbInputs,
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nvinfer1::IExprBuilder& exprBuilder) noexcept override;
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bool supportsFormatCombination(
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int pos, const nvinfer1::PluginTensorDesc* inOut, int nbInputs, int nbOutputs) noexcept override;
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void configurePlugin(const nvinfer1::DynamicPluginTensorDesc* in, int nbInputs,
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const nvinfer1::DynamicPluginTensorDesc* out, int nbOutputs) noexcept override;
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size_t getWorkspaceSize(const nvinfer1::PluginTensorDesc* inputs, int nbInputs,
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const nvinfer1::PluginTensorDesc* outputs, int nbOutputs) const noexcept override;
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int enqueue(const nvinfer1::PluginTensorDesc* inputDesc, const nvinfer1::PluginTensorDesc* outputDesc,
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const void* const* inputs, void* const* outputs, void* workspace, cudaStream_t stream) noexcept override;
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template <typename T>
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int enqueueImpl(const nvinfer1::PluginTensorDesc* inputDesc, const nvinfer1::PluginTensorDesc* outputDesc,
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const void* const* inputs, void* const* outputs, void* workspace, cudaStream_t stream);
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// IPluginV2Ext Methods
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nvinfer1::DataType getOutputDataType(
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int index, const nvinfer1::DataType* inputTypes, int nbInputs) const noexcept override;
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// IPluginV2 Methods
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const char* getPluginType() const noexcept override;
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const char* getPluginVersion() const noexcept override;
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int getNbOutputs() const noexcept override;
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int initialize() noexcept override;
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void terminate() noexcept override;
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size_t getSerializationSize() const noexcept override;
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void serialize(void* buffer) const noexcept override;
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void destroy() noexcept override;
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enum class RequestType : int32_t
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{
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kCONTEXT = 0,
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kGENERATION = 1
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};
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private:
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using IndexType = std::int32_t;
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IndexType getInputTensorIdx() const
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{
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return 0;
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};
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IndexType getStateIdx() const
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{
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return 1;
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};
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IndexType getDeltaIdx() const
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{
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return 2;
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};
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IndexType getDeltaBiasIdx() const
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{
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return 3;
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};
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IndexType getAIdx() const
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{
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return 4;
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};
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IndexType getBIdx() const
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{
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return 5;
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};
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IndexType getCIdx() const
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{
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return 6;
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};
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IndexType getDIdx() const
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{
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return 7;
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};
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IndexType getZIdx() const
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{
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return 8;
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};
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IndexType getHostRequestTypesIdx() const
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{
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return 9;
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};
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void setSSMParams(tensorrt_llm::kernels::SSMParamsBase& params,
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// sizes
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const size_t batch, const size_t dim, const size_t seqLen, const size_t dstate, const bool isVariableB,
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const bool isVariableC,
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// device pointers
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void* statePtr, const void* x, const void* delta, const void* deltaBias, const void* A, const void* B,
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const void* C, const void* D, const void* z, void* out, bool deltaSoftplus);
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private:
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int mDim;
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int mDState;
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bool mIsVariableB;
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bool mIsVariableC;
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bool mDeltaSoftplus;
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nvinfer1::DataType mType;
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};
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class SelectiveScanPluginCreator : public BaseCreator
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{
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public:
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SelectiveScanPluginCreator();
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const char* getPluginName() const noexcept override;
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const char* getPluginVersion() const noexcept override;
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const nvinfer1::PluginFieldCollection* getFieldNames() noexcept override;
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nvinfer1::IPluginV2* createPlugin(const char* name, const nvinfer1::PluginFieldCollection* fc) noexcept override;
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nvinfer1::IPluginV2* deserializePlugin(
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const char* name, const void* serialData, size_t serialLength) noexcept override;
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private:
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static nvinfer1::PluginFieldCollection mFC;
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static std::vector<nvinfer1::PluginField> mPluginAttributes;
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};
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} // namespace tensorrt_llm::plugins
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#endif // TRT_SELECTIVE_SCAN_PLUGIN_H
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