mirror of
https://github.com/NVIDIA/TensorRT-LLM.git
synced 2026-01-14 06:27:45 +08:00
190 lines
6.0 KiB
C++
190 lines
6.0 KiB
C++
/*
|
|
* Copyright (c) 2020-2023, 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
|
|
|
|
#if defined(USING_OSS_CUTLASS_ALLREDUCE_GEMM)
|
|
#include "tensorrt_llm/kernels/cutlass_kernels/include/allreduce_gemm_runner.h"
|
|
#else
|
|
#include "allreduce_gemm_runner.h"
|
|
#endif
|
|
|
|
#include "gemmAllReducePluginProfiler.h"
|
|
#include "gemmAllReducePluginResource.h"
|
|
#include "tensorrt_llm/plugins/common/plugin.h"
|
|
#include "tensorrt_llm/runtime/utils/mpiUtils.h"
|
|
|
|
using namespace nvinfer1;
|
|
|
|
using nvinfer1::DataType;
|
|
#if defined(USING_OSS_CUTLASS_ALLREDUCE_GEMM)
|
|
namespace cutlass_kernels = ::tensorrt_llm::kernels::opened_cutlass_kernels;
|
|
#else
|
|
namespace cutlass_kernels = ::tensorrt_llm::kernels::cutlass_kernels;
|
|
#endif
|
|
|
|
using LaunchConfig = typename cutlass_kernels::GemmAllReduceImplInterface::LaunchConfig;
|
|
|
|
namespace tensorrt_llm::plugins
|
|
{
|
|
struct GemmAllReducePluginOptions
|
|
{
|
|
// Don't need to specify problem shape, this
|
|
// is specified in configurePlugin
|
|
DataType typeA;
|
|
DataType typeB;
|
|
DataType typeD;
|
|
int transA;
|
|
int transB;
|
|
float alpha;
|
|
// ranks participating in collective
|
|
std::set<int> group;
|
|
int groupSize;
|
|
// Set in configurePlugin during build phase
|
|
GemmDims maxProblemShape;
|
|
bool deserialize; // used for profiler instantiation
|
|
int8_t hasSFA = 0;
|
|
int8_t hasSFB = 0;
|
|
int8_t alphaIsPtr = 0;
|
|
};
|
|
|
|
class GemmAllReducePlugin : public BasePlugin
|
|
{
|
|
friend class GemmAllReducePluginCreator;
|
|
|
|
public:
|
|
~GemmAllReducePlugin() override = default;
|
|
|
|
//////////////////////////////////
|
|
// IPluginV2DynamicExt Methods
|
|
//////////////////////////////////
|
|
IPluginV2DynamicExt* clone() const noexcept override;
|
|
|
|
DimsExprs getOutputDimensions(
|
|
int outputIndex, DimsExprs const* inputs, int nbInputs, nvinfer1::IExprBuilder& exprBuilder) noexcept override;
|
|
|
|
// inOut[0] -> activation
|
|
// inOut[1] -> weight
|
|
// inOut[2] -> result
|
|
bool supportsFormatCombination(
|
|
int32_t pos, PluginTensorDesc const* inOut, int32_t nbInputs, int32_t nbOutputs) noexcept override;
|
|
|
|
// in[0] -> activation
|
|
// in[1] -> weight
|
|
// no bias needed
|
|
void configurePlugin(DynamicPluginTensorDesc const* in, int32_t nbInputs, DynamicPluginTensorDesc const* out,
|
|
int32_t nbOutputs) noexcept override;
|
|
|
|
size_t getWorkspaceSize(PluginTensorDesc const* inputs, int32_t nbInputs, PluginTensorDesc const* outputs,
|
|
int32_t nbOutputs) const noexcept override;
|
|
|
|
// in[0] -> activation
|
|
// in[1] -> weight
|
|
// out[0] -> result_uc
|
|
// out[1] -> result_mc
|
|
int enqueue(PluginTensorDesc const* inputDesc, PluginTensorDesc const* outputDesc, void const* const* inputs,
|
|
void* const* outputs, void* workspace, cudaStream_t stream) noexcept override;
|
|
|
|
//////////////////////////////////
|
|
// IPluginV2Ext Methods
|
|
//////////////////////////////////
|
|
DataType getOutputDataType(int index, DataType const* inputTypes, int nbInputs) const noexcept override;
|
|
|
|
//////////////////////////////////
|
|
// IPluginV2 Methods
|
|
//////////////////////////////////
|
|
char const* getPluginType() const noexcept override;
|
|
|
|
char const* getPluginVersion() const noexcept override;
|
|
|
|
int getNbOutputs() const noexcept override;
|
|
|
|
int initialize() noexcept override;
|
|
|
|
void terminate() noexcept override;
|
|
|
|
size_t getSerializationSize() const noexcept override;
|
|
|
|
void serialize(void* buffer) const noexcept override;
|
|
|
|
void destroy() noexcept override;
|
|
|
|
private:
|
|
explicit GemmAllReducePlugin(GemmAllReducePluginOptions const& options);
|
|
// Parameterized constructor
|
|
explicit GemmAllReducePlugin(void const* data, size_t length);
|
|
|
|
void allocatePersistentWorkspace();
|
|
|
|
LaunchConfig getStaticHeuristicLaunchConfig(int M) const;
|
|
|
|
// Params that are initialized during constructor
|
|
using KeyType = std::tuple<DataType, DataType, DataType>;
|
|
using ValueType = std::function<cutlass_kernels::GemmAllReduceImplInterface*()>;
|
|
GemmAllReducePluginOptions mOptions;
|
|
int mRank = 0;
|
|
|
|
enum TensorArg
|
|
{
|
|
IN_ACTIVATION,
|
|
IN_ACTIVATION_SF,
|
|
IN_WEIGHT,
|
|
IN_WEIGHT_SF,
|
|
IN_ALPHA,
|
|
OUT_D_UC,
|
|
OUT_D_MC,
|
|
OUT_D_IPC
|
|
};
|
|
|
|
std::unordered_map<int, TensorArg> mArgMap;
|
|
std::unordered_map<TensorArg, int> mArgInvMap;
|
|
int mNbInputs = 0;
|
|
int mNbOutputs = 0;
|
|
|
|
std::map<KeyType, ValueType> mTypedInstantiators;
|
|
std::string mWorkspaceKey;
|
|
std::shared_ptr<cutlass_kernels::GemmAllReduceImplInterface> mGemm;
|
|
// Params that are initialized during configurePlugin()
|
|
GemmAllReducePersistentWorkspace* mWorkspace = nullptr;
|
|
|
|
// Used for selecting best GEMM for given problem shapes
|
|
GemmIdCore mGemmId{};
|
|
GemmPluginProfilerManager<GemmAllReducePluginProfiler> mGemmPluginProfileManager;
|
|
std::shared_ptr<GemmAllReducePluginProfiler> mProfiler;
|
|
};
|
|
|
|
class GemmAllReducePluginCreator : public BaseCreator
|
|
{
|
|
public:
|
|
GemmAllReducePluginCreator();
|
|
|
|
char const* getPluginName() const noexcept override;
|
|
|
|
char const* getPluginVersion() const noexcept override;
|
|
|
|
nvinfer1::PluginFieldCollection const* getFieldNames() noexcept override;
|
|
|
|
nvinfer1::IPluginV2* createPlugin(char const* name, nvinfer1::PluginFieldCollection const* fc) noexcept override;
|
|
|
|
nvinfer1::IPluginV2* deserializePlugin(
|
|
char const* name, void const* serialData, size_t serialLength) noexcept override;
|
|
|
|
private:
|
|
static nvinfer1::PluginFieldCollection mFC;
|
|
static std::vector<nvinfer1::PluginField> mPluginAttributes;
|
|
};
|
|
|
|
} // namespace tensorrt_llm::plugins
|