chore: import upstream snapshot with attribution
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#
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# SPDX-FileCopyrightText: Copyright (c) 1993-2026 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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include(ShouldCompileKernel)
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option(TRT_BUILD_INCLUDE_BERT_QKV_PLUGIN "Build the BERT QKV to Context Plugin and related plugins." ON)
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# Create the main object library, which is shared between plugin, plugin_internal, and plugin_static.
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add_library(trt_plugins OBJECT)
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function(add_plugin_source)
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target_sources(trt_plugins PRIVATE ${ARGN})
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endfunction()
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# Create the VC object lib, used by vc and vc_static.
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add_library(trt_vc_plugins OBJECT)
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function(add_vc_plugin_source)
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target_sources(trt_vc_plugins PRIVATE ${ARGN})
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endfunction()
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set(TRT_PLUGIN_NAMES
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cropAndResizePlugin
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decodeBbox3DPlugin
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detectionLayerPlugin
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disentangledAttentionPlugin
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efficientNMSPlugin
|
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flattenConcat
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generateDetectionPlugin
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gridAnchorPlugin
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groupNormalizationPlugin
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instanceNormalizationPlugin
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modulatedDeformConvPlugin
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multilevelCropAndResizePlugin
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multilevelProposeROI
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multiscaleDeformableAttnPlugin
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nvFasterRCNN
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pillarScatterPlugin
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priorBoxPlugin
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proposalLayerPlugin
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pyramidROIAlignPlugin
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regionPlugin
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reorgPlugin
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resizeNearestPlugin
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roiAlignPlugin
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scatterElementsPlugin
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scatterPlugin
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topkLastDimPlugin
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voxelGeneratorPlugin
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)
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if(${TRT_BUILD_INCLUDE_BERT_QKV_PLUGIN})
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list(APPEND TRT_PLUGIN_NAMES
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bertQKVToContextPlugin
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embLayerNormPlugin
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fcPlugin
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skipLayerNormPlugin
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)
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endif()
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add_subdirectory(api)
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add_subdirectory(vc)
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add_subdirectory(common)
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foreach(PLUGIN_NAME IN LISTS TRT_PLUGIN_NAMES)
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add_subdirectory(${PLUGIN_NAME})
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endforeach()
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set(trt_plugin_include_dirs
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$<BUILD_LOCAL_INTERFACE:${TRT_EXTERNALS_DIR}>
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$<BUILD_LOCAL_INTERFACE:${CMAKE_CURRENT_LIST_DIR}>
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$<INSTALL_INTERFACE:${CMAKE_INSTALL_INCLUDEDIR}>
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)
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target_include_directories(trt_plugins PUBLIC ${trt_plugin_include_dirs})
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target_include_directories(trt_vc_plugins PUBLIC ${trt_plugin_include_dirs})
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# Use the compile-time dependencies of TRT when compiling the objects before the link stage.
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# The final targets will be responsible for selecting the target TRT distribution to use.
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target_link_libraries(trt_plugins PRIVATE $<COMPILE_ONLY:tensorrt>)
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target_link_libraries(trt_vc_plugins PRIVATE $<COMPILE_ONLY:tensorrt>)
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# Use true link dependencies on the global definitions and cudart.
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target_link_libraries(trt_plugins PRIVATE trt_global_definitions TRT::cudart)
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target_link_libraries(trt_vc_plugins PRIVATE trt_global_definitions TRT::cudart)
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foreach(SM IN LISTS CMAKE_CUDA_ARCHITECTURES)
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get_numeric_sm(${SM} "SM")
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target_compile_definitions(trt_plugins PUBLIC "ENABLE_SM${SM}")
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target_compile_definitions(trt_vc_plugins PUBLIC "ENABLE_SM${SM}")
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endforeach()
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target_compile_options(trt_plugins PUBLIC $<$<COMPILE_LANGUAGE:CUDA>:--expt-relaxed-constexpr>)
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target_compile_options(trt_vc_plugins PUBLIC $<$<COMPILE_LANGUAGE:CUDA>:--expt-relaxed-constexpr>)
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target_compile_definitions(trt_vc_plugins PRIVATE
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COMPILE_VFC_PLUGIN=1
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)
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# Create all the library targets, reusing the objects we've compiled in the first step.
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add_library(tensorrt_plugins SHARED)
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target_link_libraries(tensorrt_plugins PRIVATE trt_plugins)
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add_library(tensorrt_plugins_static STATIC)
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target_bundle_libraries(tensorrt_plugins_static PRIVATE trt_plugins)
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add_library(tensorrt_vc_plugins SHARED)
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target_link_libraries(tensorrt_vc_plugins PRIVATE trt_vc_plugins)
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add_library(tensorrt_vc_plugins_static STATIC)
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target_bundle_libraries(tensorrt_vc_plugins_static PRIVATE trt_plugins)
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if(NOT MSVC)
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set(trt_plugins_link_options
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"LINKER:-z,relro"
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"LINKER:-Bsymbolic"
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"LINKER:--no-undefined"
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"LINKER:--no-as-needed"
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"$<$<CONFIG:Release>:LINKER:--strip-all>"
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)
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else()
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set(trt_plugins_link_options)
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endif()
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set(trt_plugin_dependencies
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tensorrt
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trt_global_definitions
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)
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if(NOT MSVC)
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list(APPEND trt_plugin_dependencies
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Threads::Threads
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CUDA::culibos
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)
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endif()
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### TRT Plugin Setup
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target_link_libraries(tensorrt_plugins PRIVATE ${trt_plugin_dependencies})
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target_link_options(tensorrt_plugins PRIVATE ${trt_plugins_link_options})
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set_target_properties(
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tensorrt_plugins
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PROPERTIES CXX_VISIBILITY_PRESET hidden
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VISIBILITY_INLINES_HIDDEN ON
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OUTPUT_NAME nvinfer_plugin
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VERSION ${TensorRT_VERSION}
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SOVERSION ${TRT_MAJOR}
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)
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apply_export_map(
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TARGETS tensorrt_plugins
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)
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update_windows_output_name(tensorrt_plugins ${TRT_MAJOR} ${TRT_MINOR})
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### Static Plugin Setup
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set(trt_plugin_static_dependencies
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tensorrt_static
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$<BUILD_LOCAL_INTERFACE:trt_global_definitions>
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)
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target_include_directories(tensorrt_plugins_static PRIVATE ${trt_plugin_include_dirs})
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target_link_libraries(tensorrt_plugins_static PRIVATE ${trt_plugin_static_dependencies})
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set_target_properties(
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tensorrt_plugins_static
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PROPERTIES CXX_VISIBILITY_PRESET hidden
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VISIBILITY_INLINES_HIDDEN ON
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OUTPUT_NAME nvinfer_plugin_static
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VERSION ${TensorRT_VERSION}
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SOVERSION ${TRT_MAJOR}
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LINK_DEPENDS ${CMAKE_CURRENT_LIST_DIR}/exports/nvinfer_plugin.map)
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if(NOT ${TRT_BUILD_ENABLE_STATIC_LIBS})
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set_target_properties(tensorrt_plugins_static
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PROPERTIES EXCLUDE_FROM_ALL ON
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)
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endif()
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smoke_test_static_lib(tensorrt_plugins_static)
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### VC Plugin Setup
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if (NOT MSVC)
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set(trt_vc_plugins_link_options
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"LINKER:-z,relro"
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"LINKER:-Bsymbolic"
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"LINKER:--no-undefined"
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"LINKER:--no-as-needed"
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"$<$<CONFIG:Release>:LINKER:--strip-all>"
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)
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else()
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set(trt_vc_plugins_link_options)
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endif()
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# Target properties for tensorrt_vc_plugins
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# This library includes a minimal subset of the plugins used for version compatibility.
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target_include_directories(tensorrt_vc_plugins PRIVATE ${trt_plugin_include_dirs})
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target_link_libraries(tensorrt_vc_plugins PRIVATE trt_global_definitions)
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target_link_options(tensorrt_vc_plugins PRIVATE ${trt_vc_plugins_link_options})
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set_target_properties(
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tensorrt_vc_plugins
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PROPERTIES CXX_VISIBILITY_PRESET hidden
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VISIBILITY_INLINES_HIDDEN ON
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OUTPUT_NAME nvinfer_vc_plugin
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VERSION ${TensorRT_VERSION}
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SOVERSION ${TRT_MAJOR}
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)
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apply_export_map(
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TARGETS tensorrt_vc_plugins
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)
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update_windows_output_name(tensorrt_vc_plugins ${TRT_MAJOR} ${TRT_MINOR})
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### VC Plugin Static Setup
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target_include_directories(tensorrt_vc_plugins_static PRIVATE ${trt_plugin_include_dirs})
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target_link_libraries(tensorrt_vc_plugins_static PRIVATE ${trt_plugin_static_dependencies})
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set_target_properties(
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tensorrt_vc_plugins_static
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PROPERTIES CXX_VISIBILITY_PRESET hidden
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VISIBILITY_INLINES_HIDDEN ON
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OUTPUT_NAME nvinfer_vc_plugin_static
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VERSION ${TensorRT_VERSION}
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SOVERSION ${TRT_MAJOR}
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LINK_DEPENDS ${CMAKE_CURRENT_LIST_DIR}/exports/nvinfer_vc_plugin.map)
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if(NOT ${TRT_BUILD_ENABLE_STATIC_LIBS})
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set_target_properties(tensorrt_vc_plugins_static
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PROPERTIES EXCLUDE_FROM_ALL ON
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)
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endif()
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smoke_test_static_lib(tensorrt_vc_plugins_static)
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if(${TRT_BUILD_STUB_LIBS} AND NOT MSVC)
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create_stub_lib(tensorrt_plugins)
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create_stub_lib(tensorrt_vc_plugins)
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endif()
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installLibraries(
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TARGETS tensorrt_plugins tensorrt_vc_plugins
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OPTIONAL
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COMPONENT external
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EXPORT TensorRT
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)
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installLibraries(
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TARGETS tensorrt_plugins_static tensorrt_vc_plugins_static
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OPTIONAL
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COMPONENT external
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EXPORT TensorRT_Static
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)
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@@ -0,0 +1,52 @@
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# TensorRT Plugins
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## Contents
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| Plugin | Name | Versions |
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|---|---|---|
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| [bertQKVToContextPlugin](bertQKVToContextPlugin) [DEPRECATED] | CustomQKVToContextPluginDynamic | 1, 2, 3, 4, 5, 6 |
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| [cropAndResizePlugin](cropAndResizePlugin) | CropAndResizeDynamic | 2 |
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| [decodeBbox3DPlugin](decodeBbox3DPlugin) [DEPRECATED] | DecodeBbox3DPlugin | 1 |
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| [detectionLayerPlugin](detectionLayerPlugin) [DEPRECATED] | DetectionLayer_TRT | 1 |
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| [disentangledAttentionPlugin](disentangledAttentionPlugin) [DEPRECATED] | DisentangledAttention_TRT | 1 |
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| [disentangledAttentionPlugin](disentangledAttentionPlugin) | DisentangledAttention_TRT | 2 |
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| [efficientNMSPlugin](efficientNMSPlugin) [DEPRECATED] | EfficientNMS_TRT | 1 |
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| [efficientNMSExplicitTFTRTPlugin](efficientNMSPlugin/tftrt) [DEPRECATED] | EfficientNMS_Explicit_TF_TRT | 1 |
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| [efficientNMSImplicitTFTRTPlugin](efficientNMSPlugin/tftrt) [DEPRECATED] | EfficientNMS_Implicit_TF_TRT | 1 |
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| [embLayerNormPlugin](embLayerNormPlugin) [DEPRECATED]| CustomEmbLayerNormPluginDynamic | 1, 2, 3 |
|
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| [embLayerNormPlugin](embLayerNormPlugin) | CustomEmbLayerNormPluginDynamic | 4, 5, 6 |
|
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| [fcPlugin](fcPlugin) [DEPRECATED] | CustomFCPluginDynamic | 1 |
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| [flattenConcat](flattenConcat) [DEPRECATED] | FlattenConcat_TRT | 1 |
|
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| [generateDetectionPlugin](generateDetectionPlugin) [DEPRECATED] | GenerateDetection_TRT | 1 |
|
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| [gridAnchorPlugin](gridAnchorPlugin) [DEPRECATED] | GridAnchor_TRT | 1 |
|
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| [gridAnchorRectPlugin](gridAnchorPlugin) [DEPRECATED] | GridAnchorRect_TRT | 1 |
|
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| [groupNormalizationPlugin](groupNormalizationPlugin) [DEPRECATED] | GroupNormalizationPlugin | 1 |
|
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| [instanceNormalizationPlugin](instanceNormalizationPlugin) [DEPRECATED] | InstanceNormalization_TRT | 1, 2 |
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| [instanceNormalizationPlugin](instanceNormalizationPlugin) | InstanceNormalization_TRT | 3 |
|
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| [modulatedDeformConvPlugin](modulatedDeformConvPlugin) [DEPRECATED] | ModulatedDeformConv2d | 1 |
|
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| [modulatedDeformConvPlugin](modulatedDeformConvPlugin) | ModulatedDeformConv2d | 2 |
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| [multilevelCropAndResizePlugin](multilevelCropAndResizePlugin) [DEPRECATED] | MultilevelCropAndResize_TRT | 1 |
|
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| [multilevelProposeROI](multilevelProposeROI) [DEPRECATED] | MultilevelProposeROI_TRT | 1 |
|
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| [multiscaleDeformableAttnPlugin](multiscaleDeformableAttnPlugin) [DEPRECATED] | MultiscaleDeformableAttnPlugin_TRT | 1 |
|
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| [multiscaleDeformableAttnPlugin](multiscaleDeformableAttnPlugin) | MultiscaleDeformableAttnPlugin_TRT | 2 |
|
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| [nvFasterRCNN](nvFasterRCNN) [DEPRECATED] | RPROI_TRT | 1 |
|
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| [pillarScatterPlugin](pillarScatterPlugin) [DEPRECATED] | PillarScatterPlugin | 1 |
|
||||
| [priorBoxPlugin](priorBoxPlugin) [DEPRECATED] | PriorBox_TRT | 1 |
|
||||
| [proposalLayerPlugin](proposalLayerPlugin) [DEPRECATED] | ProposalLayer_TRT | 1 |
|
||||
| [pyramidROIAlignPlugin](pyramidROIAlignPlugin) [DEPRECATED] | PyramidROIAlign_TRT | 1 |
|
||||
| [regionPlugin](regionPlugin) [DEPRECATED] | Region_TRT | 1 |
|
||||
| [reorgPlugin](reorgPlugin) [DEPRECATED] | Reorg_TRT | 2 |
|
||||
| [roiAlignPlugin](roiAlignPlugin) [DEPRECATED] | ROIAlign_TRT | 1 |
|
||||
| [roiAlignPlugin](roiAlignPlugin) | ROIAlign_TRT | 2 |
|
||||
| [resizeNearestPlugin](resizeNearestPlugin) [DEPRECATED] | ResizeNearest_TRT | 1 |
|
||||
| [scatterElementsPlugin](scatterElementsPlugin) [DEPRECATED] | ScatterElements | 1 |
|
||||
| [scatterElementsPlugin](scatterElementsPlugin) | ScatterElements | 2 |
|
||||
| [scatterPlugin](scatterPlugin) [DEPRECATED] | ScatterND | 1 |
|
||||
| [skipLayerNormPlugin](skipLayerNormPlugin) [DEPRECATED] | CustomSkipLayerNormPluginDynamic | 1, 2, 3, 4 |
|
||||
| [skipLayerNormPlugin](skipLayerNormPlugin) | CustomSkipLayerNormPluginDynamic | 5, 6, 7, 8 |
|
||||
| [topkLastDimPlugin](topkLastDimPlugin) | TopkLastDim | 1 |
|
||||
| [voxelGeneratorPlugin](voxelGeneratorPlugin) [DEPRECATED] | VoxelGeneratorPlugin | 1 |
|
||||
|
||||
## Known Limitations
|
||||
|
||||
- None
|
||||
@@ -0,0 +1,18 @@
|
||||
#
|
||||
# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
# SPDX-License-Identifier: Apache-2.0
|
||||
#
|
||||
# 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.
|
||||
#
|
||||
|
||||
add_plugin_source(inferPlugin.cpp)
|
||||
@@ -0,0 +1,210 @@
|
||||
/*
|
||||
* SPDX-FileCopyrightText: Copyright (c) 1993-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
* SPDX-License-Identifier: Apache-2.0
|
||||
*
|
||||
* 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.
|
||||
*/
|
||||
#include "NvInfer.h"
|
||||
#include "NvInferPlugin.h"
|
||||
#include "common/checkMacrosPlugin.h"
|
||||
#include "common/plugin.h"
|
||||
#include "roiAlignPlugin/roiAlignPlugin.h"
|
||||
#include "cropAndResizePlugin/cropAndResizePlugin.h"
|
||||
#include "decodeBbox3DPlugin/decodeBbox3D.h"
|
||||
#include "detectionLayerPlugin/detectionLayerPlugin.h"
|
||||
#include "efficientNMSPlugin/efficientNMSPlugin.h"
|
||||
#include "efficientNMSPlugin/tftrt/efficientNMSExplicitTFTRTPlugin.h"
|
||||
#include "efficientNMSPlugin/tftrt/efficientNMSImplicitTFTRTPlugin.h"
|
||||
#include "flattenConcat/flattenConcat.h"
|
||||
#include "generateDetectionPlugin/generateDetectionPlugin.h"
|
||||
#include "gridAnchorPlugin/gridAnchorPlugin.h"
|
||||
#include "instanceNormalizationPlugin/instanceNormalizationPlugin.h"
|
||||
#include "instanceNormalizationPlugin/instanceNormalizationPluginLegacy.h"
|
||||
#include "modulatedDeformConvPlugin/modulatedDeformConvPlugin.h"
|
||||
#include "modulatedDeformConvPlugin/modulatedDeformConvPluginLegacy.h"
|
||||
#include "multilevelCropAndResizePlugin/multilevelCropAndResizePlugin.h"
|
||||
#include "multilevelProposeROI/multilevelProposeROIPlugin.h"
|
||||
#include "multiscaleDeformableAttnPlugin/multiscaleDeformableAttnPlugin.h"
|
||||
#include "multiscaleDeformableAttnPlugin/multiscaleDeformableAttnPluginLegacy.h"
|
||||
#include "nvFasterRCNN/nvFasterRCNNPlugin.h"
|
||||
#include "pillarScatterPlugin/pillarScatter.h"
|
||||
#include "priorBoxPlugin/priorBoxPlugin.h"
|
||||
#include "proposalLayerPlugin/proposalLayerPlugin.h"
|
||||
#include "pyramidROIAlignPlugin/pyramidROIAlignPlugin.h"
|
||||
#include "regionPlugin/regionPlugin.h"
|
||||
#include "reorgPlugin/reorgPlugin.h"
|
||||
#include "resizeNearestPlugin/resizeNearestPlugin.h"
|
||||
#include "roiAlignPlugin/roiAlignPlugin.h"
|
||||
#include "roiAlignPlugin/roiAlignPluginLegacy.h"
|
||||
#include "scatterElementsPlugin/scatterElementsPlugin.h"
|
||||
#include "scatterElementsPlugin/scatterElementsPluginLegacy.h"
|
||||
#include "scatterPlugin/scatterPlugin.h"
|
||||
#include "topkLastDimPlugin/topkLastDimPlugin.h"
|
||||
#include "voxelGeneratorPlugin/voxelGenerator.h"
|
||||
#include <algorithm>
|
||||
#include <array>
|
||||
#include <iostream>
|
||||
#include <memory>
|
||||
#include <mutex>
|
||||
#include <stack>
|
||||
#include <unordered_set>
|
||||
using namespace nvinfer1;
|
||||
using namespace nvinfer1::plugin;
|
||||
using namespace nvinfer1::pluginInternal;
|
||||
|
||||
using nvinfer1::plugin::RPROIParams;
|
||||
|
||||
namespace nvinfer1::plugin
|
||||
{
|
||||
|
||||
extern ILogger* gLogger;
|
||||
|
||||
} // namespace nvinfer1::plugin
|
||||
|
||||
namespace
|
||||
{
|
||||
// This singleton ensures that each plugin is only registered once for a given
|
||||
// namespace and type, and attempts of duplicate registration are ignored.
|
||||
class PluginCreatorRegistry
|
||||
{
|
||||
public:
|
||||
static PluginCreatorRegistry& getInstance()
|
||||
{
|
||||
static PluginCreatorRegistry instance;
|
||||
return instance;
|
||||
}
|
||||
|
||||
template <typename CreatorType>
|
||||
void addPluginCreator(void* logger, char const* libNamespace)
|
||||
{
|
||||
// Make accesses to the plugin creator registry thread safe
|
||||
std::lock_guard<std::mutex> lock(mRegistryLock);
|
||||
|
||||
std::string errorMsg;
|
||||
std::string verboseMsg;
|
||||
|
||||
std::unique_ptr<CreatorType> pluginCreator{new CreatorType{}};
|
||||
pluginCreator->setPluginNamespace(libNamespace);
|
||||
|
||||
nvinfer1::plugin::gLogger = static_cast<nvinfer1::ILogger*>(logger);
|
||||
std::string pluginType = std::string{pluginCreator->getPluginNamespace()}
|
||||
+ "::" + std::string{pluginCreator->getPluginName()} + " version "
|
||||
+ std::string{pluginCreator->getPluginVersion()};
|
||||
|
||||
if (mRegistryList.find(pluginType) == mRegistryList.end())
|
||||
{
|
||||
bool status = getPluginRegistry()->registerCreator(*pluginCreator, libNamespace);
|
||||
if (status)
|
||||
{
|
||||
mRegistry.push(std::move(pluginCreator));
|
||||
mRegistryList.insert(pluginType);
|
||||
verboseMsg = "Registered plugin creator - " + pluginType;
|
||||
}
|
||||
else
|
||||
{
|
||||
errorMsg = "Could not register plugin creator - " + pluginType;
|
||||
}
|
||||
}
|
||||
else
|
||||
{
|
||||
verboseMsg = "Plugin creator already registered - " + pluginType;
|
||||
}
|
||||
|
||||
if (logger)
|
||||
{
|
||||
if (!errorMsg.empty())
|
||||
{
|
||||
nvinfer1::plugin::gLogger->log(ILogger::Severity::kERROR, errorMsg.c_str());
|
||||
}
|
||||
if (!verboseMsg.empty())
|
||||
{
|
||||
nvinfer1::plugin::gLogger->log(ILogger::Severity::kVERBOSE, verboseMsg.c_str());
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
~PluginCreatorRegistry()
|
||||
{
|
||||
std::lock_guard<std::mutex> lock(mRegistryLock);
|
||||
|
||||
// Release pluginCreators in LIFO order of registration.
|
||||
while (!mRegistry.empty())
|
||||
{
|
||||
mRegistry.pop();
|
||||
}
|
||||
mRegistryList.clear();
|
||||
}
|
||||
|
||||
private:
|
||||
PluginCreatorRegistry() {}
|
||||
|
||||
std::mutex mRegistryLock;
|
||||
std::stack<std::unique_ptr<IPluginCreatorInterface>> mRegistry;
|
||||
std::unordered_set<std::string> mRegistryList;
|
||||
|
||||
public:
|
||||
PluginCreatorRegistry(PluginCreatorRegistry const&) = delete;
|
||||
void operator=(PluginCreatorRegistry const&) = delete;
|
||||
};
|
||||
|
||||
template <typename CreatorType>
|
||||
void initializePlugin(void* logger, char const* libNamespace)
|
||||
{
|
||||
PluginCreatorRegistry::getInstance().addPluginCreator<CreatorType>(logger, libNamespace);
|
||||
}
|
||||
|
||||
} // namespace
|
||||
// New Plugin APIs
|
||||
|
||||
extern "C"
|
||||
{
|
||||
bool initLibNvInferPlugins(void* logger, char const* libNamespace)
|
||||
{
|
||||
initializePlugin<nvinfer1::plugin::ROIAlignV3PluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::CropAndResizeDynamicPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::InstanceNormalizationV3PluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ScatterElementsPluginV3Creator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::MultiscaleDeformableAttnPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ModulatedDeformableConvPluginDynamicCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::DecodeBbox3DPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::DetectionLayerPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::EfficientNMSExplicitTFTRTPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::EfficientNMSImplicitTFTRTPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::EfficientNMSPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::FlattenConcatPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::GenerateDetectionPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::GridAnchorPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::GridAnchorRectPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::InstanceNormalizationPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::InstanceNormalizationPluginCreatorV2>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ModulatedDeformableConvPluginDynamicLegacyCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::MultilevelCropAndResizePluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::MultilevelProposeROIPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::MultiscaleDeformableAttnPluginCreatorLegacy>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::PillarScatterPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::PriorBoxPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ProposalLayerPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::PyramidROIAlignPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::RegionPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ReorgDynamicPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ReorgStaticPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ResizeNearestPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ROIAlignPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::RPROIPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ScatterElementsPluginV2Creator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::ScatterNDPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::TopkLastDimPluginCreator>(logger, libNamespace);
|
||||
initializePlugin<nvinfer1::plugin::VoxelGeneratorPluginCreator>(logger, libNamespace);
|
||||
return true;
|
||||
}
|
||||
} // extern "C"
|
||||
@@ -0,0 +1,46 @@
|
||||
#
|
||||
# SPDX-FileCopyrightText: Copyright (c) 1993-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
# SPDX-License-Identifier: Apache-2.0
|
||||
#
|
||||
# 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.
|
||||
#
|
||||
|
||||
add_plugin_source(
|
||||
mhaRunner.cu
|
||||
mhaRunner.h
|
||||
qkvToContextInt8InterleavedPlugin.cpp
|
||||
qkvToContextInt8InterleavedPlugin.h
|
||||
qkvToContextInt8InterleavedPluginLegacy.cpp
|
||||
qkvToContextInt8InterleavedPluginLegacy.h
|
||||
qkvToContextPlugin.cpp
|
||||
qkvToContextPlugin.h
|
||||
qkvToContextPluginLegacy.cpp
|
||||
qkvToContextPluginLegacy.h
|
||||
zeroPadding2d.cu
|
||||
zeroPadding2d.h
|
||||
)
|
||||
|
||||
set(BERT_QKV_SUPPORTED_SMS
|
||||
75
|
||||
80
|
||||
86
|
||||
87
|
||||
89
|
||||
90
|
||||
100
|
||||
120
|
||||
)
|
||||
|
||||
add_subdirectory(fused_multihead_attention)
|
||||
add_subdirectory(fused_multihead_attention_v2)
|
||||
|
||||
@@ -0,0 +1,216 @@
|
||||
#
|
||||
# SPDX-FileCopyrightText: Copyright (c) 2022-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
# SPDX-License-Identifier: Apache-2.0
|
||||
#
|
||||
# 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.
|
||||
#
|
||||
---
|
||||
name: CustomQKVToContextPluginDynamic
|
||||
interface: "IPluginV3"
|
||||
versions:
|
||||
"4":
|
||||
inputs:
|
||||
- input
|
||||
outputs:
|
||||
- output
|
||||
input_dims:
|
||||
input: 5
|
||||
output_dims:
|
||||
output: "input_0, input_1, hidden_size_0, 1, 1"
|
||||
attributes:
|
||||
- type_id
|
||||
- hidden_size
|
||||
- num_heads
|
||||
- has_mask
|
||||
- dq_probs
|
||||
attribute_types:
|
||||
type_id: int32
|
||||
hidden_size: int32
|
||||
num_heads: int32
|
||||
has_mask: int32
|
||||
dq_probs: float32
|
||||
attribute_length:
|
||||
type_id: 1
|
||||
hidden_size: 1
|
||||
num_heads: 1
|
||||
has_mask: 1
|
||||
dq_probs: 1
|
||||
attribute_options:
|
||||
type_id:
|
||||
- 0
|
||||
- 1
|
||||
- 2
|
||||
hidden_size:
|
||||
min: "0"
|
||||
max: "=pinf"
|
||||
num_heads:
|
||||
min: "0"
|
||||
max: "=pinf"
|
||||
has_mask:
|
||||
- 0
|
||||
- 1
|
||||
dq_probs:
|
||||
min: "0"
|
||||
max: "=pinf"
|
||||
attribute_constraints:
|
||||
- "num_heads * k == hidden_size"
|
||||
attributes_required:
|
||||
- type_id
|
||||
- hidden_size
|
||||
- num_heads
|
||||
- has_mask
|
||||
golden_io_path: "plugin/CustomQKVToContextPluginDynamic_PluginGoldenIO.json"
|
||||
abs_tol: 1e-5
|
||||
rel_tol: 1e-5
|
||||
fp16_atol: 1e-2
|
||||
fp16_rtol: 1e-2
|
||||
configs:
|
||||
config1:
|
||||
input_types:
|
||||
input: float16
|
||||
attribute_options:
|
||||
type_id:
|
||||
value: 1
|
||||
shape: "1"
|
||||
hidden_size:
|
||||
value: 768
|
||||
shape: "1"
|
||||
num_heads:
|
||||
value: 12
|
||||
shape: "1"
|
||||
has_mask:
|
||||
value: 0
|
||||
shape: "1"
|
||||
output_types:
|
||||
output: float16
|
||||
config2:
|
||||
input_types:
|
||||
input: float16
|
||||
attribute_options:
|
||||
type_id:
|
||||
value: 1
|
||||
shape: "1"
|
||||
hidden_size:
|
||||
value: 1024
|
||||
shape: "1"
|
||||
num_heads:
|
||||
value: 16
|
||||
shape: "1"
|
||||
has_mask:
|
||||
value: 0
|
||||
shape: "1"
|
||||
output_types:
|
||||
output: float16
|
||||
config5:
|
||||
input_types:
|
||||
input: float16
|
||||
attribute_options:
|
||||
type_id:
|
||||
value: 1
|
||||
shape: "1"
|
||||
hidden_size:
|
||||
value: 384
|
||||
shape: "1"
|
||||
num_heads:
|
||||
value: 12
|
||||
shape: "1"
|
||||
has_mask:
|
||||
value: 0
|
||||
shape: "1"
|
||||
output_types:
|
||||
output: float16
|
||||
has_mask:
|
||||
input_types:
|
||||
input: float32
|
||||
input_mask: int32
|
||||
attribute_options:
|
||||
type_id:
|
||||
value: 0
|
||||
shape: "1"
|
||||
hidden_size:
|
||||
value: 3
|
||||
shape: "1"
|
||||
num_heads:
|
||||
value: 3
|
||||
shape: "1"
|
||||
has_mask:
|
||||
value: 1
|
||||
shape: "1"
|
||||
output_types:
|
||||
output: float32
|
||||
"5":
|
||||
inputs:
|
||||
- input
|
||||
- input_mask
|
||||
outputs:
|
||||
- output
|
||||
input_dims:
|
||||
input: 5
|
||||
input_mask: 1
|
||||
output_dims:
|
||||
output: "input_0, input_mask_0, hidden_size_0, 1, 1"
|
||||
attributes:
|
||||
- type_id
|
||||
- hidden_size
|
||||
- num_heads
|
||||
- has_mask
|
||||
- dq_probs
|
||||
- var_seqlen
|
||||
- use_int8_scale_max
|
||||
attribute_types:
|
||||
type_id: int32
|
||||
hidden_size: int32
|
||||
num_heads: int32
|
||||
has_mask: int32
|
||||
dq_probs: float32
|
||||
var_seqlen: int32
|
||||
use_int8_scale_max: int32
|
||||
attribute_length:
|
||||
type_id: 1
|
||||
hidden_size: 1
|
||||
num_heads: 1
|
||||
has_mask: 1
|
||||
dq_probs: 1
|
||||
var_seqlen: 1
|
||||
use_int8_scale_max: 1
|
||||
attribute_options:
|
||||
type_id:
|
||||
- 0
|
||||
- 1
|
||||
- 2
|
||||
hidden_size:
|
||||
min: "0"
|
||||
max: "=pinf"
|
||||
num_heads:
|
||||
min: "0"
|
||||
max: "=pinf"
|
||||
has_mask:
|
||||
- 0
|
||||
- 1
|
||||
dq_probs:
|
||||
min: "0"
|
||||
max: "=pinf"
|
||||
use_int8_scale_max:
|
||||
- 0
|
||||
- 1
|
||||
var_seqlen:
|
||||
- 0
|
||||
# - 1 # Disabled since SM specific tests are not supported yet
|
||||
attributes_required:
|
||||
- type_id
|
||||
- hidden_size
|
||||
- num_heads
|
||||
- has_mask
|
||||
|
||||
# "3": #version3 - Not supported yet
|
||||
...
|
||||
@@ -0,0 +1,211 @@
|
||||
# bertQKVToContextPlugin [DEPRECATED]
|
||||
**This plugin has been deprecated since TensorRT 10.15 and will be removed in a future release. Use `IAttention` (via `INetworkDefinition::addAttention` / `addAttentionV2`) as the out-of-the-box replacement. See [Migration to IAttention](#migration-to-iattention) for the steps to adapt.**
|
||||
|
||||
**Table Of Contents**
|
||||
- [Description](#description)
|
||||
* [Structure](#structure)
|
||||
- [Migration to IAttention](#migration-to-iattention)
|
||||
- [Parameters](#parameters)
|
||||
- [Additional resources](#additional-resources)
|
||||
- [License](#license)
|
||||
- [Changelog](#changelog)
|
||||
- [Known issues](#known-issues)
|
||||
|
||||
|
||||
## Description
|
||||
|
||||
Takes query, key and value tensors and computes scaled multi-head attention - computes scaled dot product attention scores `softmax(K'Q/sqrt(HeadSize))` and returns values weighted by these attention scores.
|
||||
|
||||
|
||||
|
||||
### Structure
|
||||
|
||||
The `bertQKVToContextPlugin` takes two inputs; `input`, and optionally `input_mask`.
|
||||
|
||||
`input`
|
||||
input is a tensor with shape `[S, B, 3 * E, 1, 1]` where `B` is the batch size and `E` is the hidden size. The input has two trailing dimensions in order to generate an output with the same trailing dimensions for a FC optimiazation further down the network.
|
||||
This plugin makes strong assumptions about its input:
|
||||
- The input tensor contains all 3 matrices Q, K, V
|
||||
- This input tensor is computed by multiplying a tensor of size `[S, B, E]` with the weights `W_qkv` of size `[E, 3 * E]`
|
||||
- The weight matrix W_qkv is NOT just the vertical concatenation of individual matrices `W_tmp = [W_q', W_k', W_v']'`, but to start with `W_tmp`, reshaping it into `[E, 3, N, H]` (where `N * H = E` and `N` is number of heads, `H` is head size) transposing it into `[E, N, 3, H]` and reshaping it back to `[E, 3 * E]`. The interpretation is to layout the k-th heads of Q, K and V next to each other, instead of first all N heads of Q, then all N heads of K, then all heads of V
|
||||
|
||||
`input_mask`
|
||||
The input mask is encoded in the `maskIdx` format described in `embLayerNormPlugin`, and contains the number of valid elements from the start of the sequence.
|
||||
If provided, the attention scores, i.e. the softmax distribution, are only computed over the elements designated as valid by the input mask
|
||||
|
||||
|
||||
The `bertQKVToContextPlugin` generates the following output:
|
||||
|
||||
`output`
|
||||
output is a tensor with shape `[S, B, E, 1, 1]` where `B` is the batch size.
|
||||
|
||||
|
||||
## Migration to [IAttention](https://docs.nvidia.com/deeplearning/tensorrt/latest/_static/operators/Attention.html)
|
||||
|
||||
`IAttention` is the out-of-the-box attention layer in TensorRT and is functionally equivalent to this plugin for the multi-head attention computation, but it is not a drop-in replacement. Adapter steps:
|
||||
|
||||
1. **Split the fused QKV input.** This plugin consumes one `[S, B, 3*E, 1, 1]` tensor with the K-th heads of Q, K, V interleaved. `IAttention` takes three separate tensors with shape `[B, N, S, H]`. Reshape the fused QKV to `[S, B, N, 3, H]`, slice along the size-3 axis, then transpose each slice to `[B, N, S, H]`. If the upstream FC weight `W_qkv` was packed using the head-interleaved layout described in the Structure section, no weight repacking is needed. Otherwise, repack `W_qkv` to produce three contiguous `[B, N, S, H]` tensors directly.
|
||||
|
||||
```cpp
|
||||
// [S, B, 3*E, 1, 1] -> [B, N, S, 3, H], then slice axis 3.
|
||||
auto* shuf = network->addShuffle(*fusedQKV);
|
||||
shuf->setReshapeDimensions(Dims{5, {S, B, N, 3, H}});
|
||||
shuf->setSecondTranspose(Permutation{{1, 2, 0, 3, 4}});
|
||||
ITensor* t = shuf->getOutput(0);
|
||||
|
||||
auto pick = [&](int32_t i) -> ITensor* {
|
||||
auto* sl = network->addSlice(*t, Dims{5, {0,0,0,i,0}},
|
||||
Dims{5, {B,N,S,1,H}}, Dims{5, {1,1,1,1,1}});
|
||||
auto* sq = network->addShuffle(*sl->getOutput(0));
|
||||
sq->setReshapeDimensions(Dims{4, {B, N, S, H}});
|
||||
return sq->getOutput(0);
|
||||
};
|
||||
ITensor *q = pick(0), *k = pick(1), *v = pick(2);
|
||||
```
|
||||
|
||||
2. **Convert the mask.** This plugin uses the `maskIdx` format (count of valid tokens from the start of each sequence). `IAttention` takes a 4D boolean or additive mask of shape `[B, N, S_q, S_kv]` (broadcastable over `B` and `N`). For non-causal BERT-style self-attention, materialize a boolean mask from the valid-token counts. For causal generation, use `IAttention::setCausalKind(CausalMaskKind)` instead of a mask.
|
||||
|
||||
```cpp
|
||||
// Boolean mask from maskIdx ([B] int32). Broadcasts to [B, NQ, S_q, S_kv].
|
||||
auto* idx = network->addFill(Dims{1, {S}}, FillOperation::kLINSPACE, DataType::kINT32);
|
||||
idx->setAlpha(0.0); idx->setBeta(1.0);
|
||||
auto* less = network->addElementWise(*idx->getOutput(0), *maskIdx,
|
||||
ElementWiseOperation::kLESS);
|
||||
attn->setMask(*less->getOutput(0));
|
||||
|
||||
// For causal autoregressive decode, skip the mask and use:
|
||||
// attn->setCausalKind(CausalMaskKind::kLOWER_RIGHT);
|
||||
```
|
||||
|
||||
3. **Reshape the output.** This plugin produces `[S, B, E, 1, 1]`. `IAttention` produces `[B, N, S_q, H]`. Transpose and reshape as needed for downstream layers.
|
||||
|
||||
```cpp
|
||||
// [B, N, S_q, H] -> [S, B, E, 1, 1] for downstream layers expecting the plugin layout.
|
||||
auto* out = network->addShuffle(*attn->getOutput(0));
|
||||
out->setFirstTranspose(Permutation{{2, 0, 1, 3}}); // -> [S, B, N, H]
|
||||
out->setReshapeDimensions(Dims{5, {S, B, E, 1, 1}});
|
||||
```
|
||||
|
||||
4. **INT8/FP8 quantization.** The plugin folded the entire INT8 attention pipeline into a single op, exposing only `type_id==2` (implicit per-tensor scales) or the explicit-INT8 attribute set. With `IAttention`, you express the QDQ pattern in the network so the builder can fuse it into the FP8/INT8 attention kernel. See also [Explicit Quantization](https://docs.nvidia.com/deeplearning/tensorrt/latest/inference-library/work-quantized-types.html#explicit-quantization).
|
||||
|
||||
```cpp
|
||||
// QDQ Q, K, V (input_qkv_scale).
|
||||
auto qdq = [&](ITensor* x) -> ITensor* {
|
||||
auto* qn = network->addQuantize(*x, *qkvScale);
|
||||
qn->setOutputType(0, DataType::kINT8);
|
||||
auto* dq = network->addDequantize(*qn->getOutput(0), *qkvScale);
|
||||
return dq->getOutput(0);
|
||||
};
|
||||
ITensor *qq = qdq(q), *kq = qdq(k), *vq = qdq(v);
|
||||
|
||||
auto* attn = network->addAttentionV2(*qq, *kq, *vq,
|
||||
AttentionNormalizationOp::kSOFTMAX,
|
||||
CausalMaskKind::kNONE);
|
||||
// dq_probs -> NormalizationQuantizeScale.
|
||||
attn->setNormalizationQuantizeScale(*dqProbsScale);
|
||||
|
||||
// QDQ attention output (output_ctx_scale).
|
||||
auto* qOut = network->addQuantize(*attn->getOutput(0), *outScale);
|
||||
qOut->setOutputType(0, DataType::kINT8);
|
||||
auto* dqOut = network->addDequantize(*qOut->getOutput(0), *outScale);
|
||||
```
|
||||
|
||||
5. **Variable sequence length.** This plugin accepts a `cu_seqlen` packed layout. `IAttention` does not natively consume packed cu-seqlen input; users relying on this path must either pad to a fixed sequence length or implement their own packing/unpacking around `IAttention`. See below for an example.
|
||||
|
||||
```cpp
|
||||
// `scatterIdx`, `gatherIdx` are application-specific and are typically built from `cu_seqlen`
|
||||
|
||||
// Packed input: [total_tokens, E]; cu_seqlen: [B+1] int32 prefix sums.
|
||||
// Scatter packed -> padded [B, S, E] (pad slots are filled with zeros at a sentinel index).
|
||||
auto* padded = network->addGather(*packedInput, *scatterIdx, /*axis=*/0); // [B*S, E]
|
||||
auto* padBSE = network->addShuffle(*padded->getOutput(0));
|
||||
padBSE->setReshapeDimensions(Dims{3, {B, S, E}});
|
||||
// ...split into Q/K/V (step 1), build mask from validLen = cu_seqlen[b+1]-cu_seqlen[b] (step 2),
|
||||
// call addAttentionV2 (step 4 if quantized)...
|
||||
|
||||
// Gather attention output [B, N, S_q, H] -> [B, S, E] -> packed [total_tokens, E].
|
||||
auto* outBSE = network->addShuffle(*attn->getOutput(0));
|
||||
outBSE->setFirstTranspose(Permutation{{0, 2, 1, 3}});
|
||||
outBSE->setReshapeDimensions(Dims{2, {B * S, E}});
|
||||
auto* repacked = network->addGather(*outBSE->getOutput(0), *gatherIdx, /*axis=*/0);
|
||||
```
|
||||
|
||||
|
||||
## Parameters
|
||||
|
||||
`bertQKVToContextPlugin` has plugin creator class `QKVToContextPluginDynamicCreator` and plugin class `CustomQKVToContextPluginDynamic`.
|
||||
|
||||
The parameters are defined below and consists of the following attributes:
|
||||
|
||||
| Type | Parameter | Version | Description
|
||||
|----------|-----------------------------------------|-----------------------------------|-------------------------------------------------------------------
|
||||
|`int` |`type_id` | 1, 2, 4, 5 |Integer encoding the DataType (0: FP32, 1: FP16, 2: INT8)
|
||||
|`int` |`hidden_size` | 1, 2, 3, 4, 5, 6 |The hidden size, denoted by `E` above.
|
||||
|`int` |`num_heads` | 1, 2, 3, 4, 5, 6 |The number of self-attention heads.
|
||||
|`bool` |`has_mask` | 1, 2, 4, 5 |Whether to use the input_mask input.
|
||||
|`float` |`dq_probs` | 1, 2, 3, 4, 5, 6 |inner layer scale factor when run in int8 precision, default 1.f/127.f.
|
||||
|`int` |`var_seqlen` | 2, 5 |Whether to use variable sequence length (0: disable, 1: enable), default 0.
|
||||
|`int` |`use_int8_scale_max` | 2, 3, 5, 6 |Whether to use INT8 scale factors to optimize softmax MAX reduction. Only active when `type_id==2`. (0: disable, 1: enable), default 1.
|
||||
|`int` |`use_explicit_int8` | 3, 6 |Whether to use explicit INT8, (0: disable, 1: enable), default 0.
|
||||
|`float` |`input_qkv_scale` | 3, 6 |The int8 scale for the input qkv tensor when explicit precision is used, default 1.f.
|
||||
|`float` |`output_ctx_scale` | 3, 6 |The int8 scale for the output context tensor when explicit precision is used, default 1.f.
|
||||
|
||||
|
||||
## Additional resources
|
||||
|
||||
**Networks:**
|
||||
- [Transformer](https://arxiv.org/abs/1706.03762)
|
||||
|
||||
|
||||
## License
|
||||
|
||||
For terms and conditions for use, reproduction, and distribution, see the [TensorRT Software License Agreement](https://docs.nvidia.com/deeplearning/sdk/tensorrt-sla/index.html)
|
||||
documentation.
|
||||
|
||||
|
||||
## Changelog
|
||||
April 2026
|
||||
Provide `IAttention` as the out-of-the-box replacement.
|
||||
|
||||
Oct 2025
|
||||
Deprecated this plugin. No alternatives are planned to be provided.
|
||||
|
||||
Jan 2025
|
||||
Added precompiled kernel cubins for gb100 (compute capability 10.0) and gb20x (compute capability 12.0) platforms.
|
||||
|
||||
Aug 2024
|
||||
Ported v3 variant (IPluginV2 design) to v6 (IpluginV3 design), but preserves identical attributes and I/O to v3.
|
||||
Ported v2 variant (IPluginV2 design) to v5 (IpluginV3 design), but preserves identical attributes and I/O to v2.
|
||||
Ported v1 variant (IPluginV2 design) to v4 (IpluginV3 design), but preserves identical attributes and I/O to v1.
|
||||
|
||||
Feb 2024
|
||||
The issue of the V2 plugin not supporting head sizes of 32 or less and variable sequences of 64, 96, and 384 has been resolved.
|
||||
|
||||
Oct 2023
|
||||
Support explicit int8.
|
||||
|
||||
April 2023
|
||||
Optimize the GPU memory usage by using the cublas handle from attachToContext.
|
||||
|
||||
October 2022
|
||||
Add IGMMA/HGMMA sm90 fmha_v2 kernels
|
||||
|
||||
August 2022
|
||||
Expose `use_int8_scale_max` plugin attribute (for versions 2 and 3 of the plugin). This allows users to enable/disable the usage of INT8 scale factors to optimize softmax MAX reduction.
|
||||
This optimization is applied always when `type_id==2` by default.
|
||||
|
||||
September 2021
|
||||
Add sequence length 512 support in v2 plugin
|
||||
Add head size 32 support when sequence length is 128, 256 or 512 in v2 plugin
|
||||
|
||||
October 2020
|
||||
Add v2 plugin that supports variable sequence length.
|
||||
Add v3 plugin that supports int8 interleaved variable sequence length.
|
||||
|
||||
November 2019
|
||||
This is the first release of this `README.md` file.
|
||||
|
||||
|
||||
## Known issues
|
||||
|
||||
This plugin only supports GPUs with compute capability >= 7.0. For more information see the [CUDA GPU Compute Capability Support Matrix](https://developer.nvidia.com/cuda-gpus#compute)
|
||||
@@ -0,0 +1,54 @@
|
||||
#
|
||||
# SPDX-FileCopyrightText: Copyright (c) 1993-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
# SPDX-License-Identifier: Apache-2.0
|
||||
#
|
||||
# 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.
|
||||
#
|
||||
|
||||
# This folder contains a bunch of source files holding cubins. Since the files are huge, we only want to include and compile them if used.
|
||||
# Usage is indicated by the SM being set in CMAKE_CUDA_ARCHITECTURES.
|
||||
|
||||
function(add_plugin_source_if_exists)
|
||||
foreach(SRC_FILE IN LISTS ARGN)
|
||||
if(EXISTS ${CMAKE_CURRENT_LIST_DIR}/${SRC_FILE})
|
||||
add_plugin_source(${SRC_FILE})
|
||||
endif()
|
||||
endforeach()
|
||||
endfunction()
|
||||
|
||||
foreach(SM IN LISTS BERT_QKV_SUPPORTED_SMS)
|
||||
should_compile_kernel(${SM} SHOULD_COMPILE)
|
||||
if (${SHOULD_COMPILE})
|
||||
# Not every file exists for each SM, so we list all of the candidates and add them if present.
|
||||
add_plugin_source_if_exists(
|
||||
fused_multihead_attention_fp16_64_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_fp16_96_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_fp16_128_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_fp16_256_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_fp16_384_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_fp16_512_64_kernel.sm${SM}.cpp
|
||||
|
||||
fused_multihead_attention_int8_64_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_int8_96_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_int8_128_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_int8_192_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_int8_256_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_int8_384_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_int8_512_64_kernel.sm${SM}.cpp
|
||||
)
|
||||
endif()
|
||||
endforeach()
|
||||
|
||||
add_plugin_source(
|
||||
fused_multihead_attention_common.h
|
||||
)
|
||||
@@ -0,0 +1,652 @@
|
||||
/*
|
||||
* SPDX-FileCopyrightText: Copyright (c) 1993-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
* SPDX-License-Identifier: Apache-2.0
|
||||
*
|
||||
* 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.
|
||||
*/
|
||||
|
||||
#ifndef _BERT_FMHA_FMHA
|
||||
#define _BERT_FMHA_FMHA
|
||||
#include "common/bertCommon.h"
|
||||
#include "common/cudaDriverWrapper.h"
|
||||
#include "common/plugin.h"
|
||||
#include "cuda_runtime_api.h"
|
||||
#include "fused_multihead_attention_common.h"
|
||||
#include <memory>
|
||||
#include <mutex>
|
||||
#include <set>
|
||||
#include <stdint.h>
|
||||
#include <unordered_map>
|
||||
#include <unordered_set>
|
||||
#include <vector>
|
||||
|
||||
namespace nvinfer1
|
||||
{
|
||||
|
||||
namespace pluginInternal
|
||||
{
|
||||
template <typename TKernelMeta, typename TKernelParam>
|
||||
class TFusedMultiHeadAttentionXMMAKernel
|
||||
{
|
||||
public:
|
||||
using KernelMeta = TKernelMeta;
|
||||
using KernelParam = TKernelParam;
|
||||
inline uint64_t hashID(uint32_t s, uint32_t d) const
|
||||
{
|
||||
return (uint64_t) s << 32 | d;
|
||||
}
|
||||
virtual uint64_t hashID(const KernelMeta& kernelMeta) const
|
||||
{
|
||||
return hashID(kernelMeta.mS, kernelMeta.mD);
|
||||
}
|
||||
|
||||
TFusedMultiHeadAttentionXMMAKernel(
|
||||
const TKernelMeta* pMetaStart, uint32_t nMetaCount, plugin::bert::Data_type type, uint32_t sm)
|
||||
: mDataType(type)
|
||||
, mKernelMeta(pMetaStart)
|
||||
, mKernelMetaCount(nMetaCount)
|
||||
, mSM(sm)
|
||||
{
|
||||
PLUGIN_ASSERT(mKernelMetaCount && "No kernels were loaded correctly.");
|
||||
}
|
||||
|
||||
void loadXMMAKernels(uint32_t smVersion)
|
||||
{
|
||||
for (uint32_t i = 0; i < mKernelMetaCount; ++i)
|
||||
{
|
||||
const auto& kernelMeta = mKernelMeta[i];
|
||||
const auto kernelKey = hashID(kernelMeta);
|
||||
if (kernelMeta.mSM == smVersion && kernelMeta.mDataType == mDataType
|
||||
&& mFunctions.find(kernelKey) == mFunctions.end())
|
||||
{
|
||||
const uint32_t DEFAULT_SMEM_SIZE{48 * 1024};
|
||||
if (kernelMeta.mSharedMemBytes >= DEFAULT_SMEM_SIZE)
|
||||
{
|
||||
int32_t deviceID{0};
|
||||
cudaGetDevice(&deviceID);
|
||||
int32_t sharedMemPerMultiprocessor{0};
|
||||
if (cudaDeviceGetAttribute(
|
||||
&sharedMemPerMultiprocessor, cudaDevAttrMaxSharedMemoryPerBlockOptin, deviceID)
|
||||
!= cudaSuccess
|
||||
|| sharedMemPerMultiprocessor < static_cast<int32_t>(kernelMeta.mSharedMemBytes))
|
||||
{
|
||||
// skip load function because not enough shared memory to launch the kernel
|
||||
continue;
|
||||
}
|
||||
}
|
||||
|
||||
CUmodule hmod{0};
|
||||
auto findModuleIter = mModules.find(kernelMeta.mCubin);
|
||||
if (findModuleIter != mModules.end())
|
||||
{
|
||||
hmod = findModuleIter->second;
|
||||
}
|
||||
else
|
||||
{
|
||||
cuErrCheck(mDriver.cuModuleLoadData(&hmod, kernelMeta.mCubin), mDriver);
|
||||
mModules.insert(std::make_pair(kernelMeta.mCubin, hmod));
|
||||
}
|
||||
|
||||
FusedMultiHeadAttentionKernelInfo funcInfo;
|
||||
funcInfo.mMetaInfoIndex = i;
|
||||
cuErrCheck(mDriver.cuModuleGetFunction(&funcInfo.mDeviceFunction, hmod, kernelMeta.mFuncName), mDriver);
|
||||
if (kernelMeta.mSharedMemBytes >= DEFAULT_SMEM_SIZE)
|
||||
{
|
||||
if (mDriver.cuFuncSetAttribute(funcInfo.mDeviceFunction,
|
||||
CU_FUNC_ATTRIBUTE_MAX_DYNAMIC_SHARED_SIZE_BYTES, kernelMeta.mSharedMemBytes)
|
||||
!= CUDA_SUCCESS)
|
||||
{
|
||||
// some chip may not have enough shared memory to launch the kernel
|
||||
continue;
|
||||
}
|
||||
}
|
||||
mFunctions.insert({kernelKey, funcInfo});
|
||||
uint64_t const s = kernelMeta.mS;
|
||||
uint64_t const headSize = kernelMeta.mD;
|
||||
uint64_t key = (headSize << 32 | s);
|
||||
if (mValidSequences.find(key) == mValidSequences.end())
|
||||
{
|
||||
mValidSequences.insert(key);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
void loadXMMAKernels()
|
||||
{
|
||||
if (!mFunctions.empty())
|
||||
{
|
||||
return;
|
||||
}
|
||||
|
||||
loadXMMAKernels(mSM);
|
||||
|
||||
// sm_86 chips prefer sm_86 sass, but can also use sm_80 sass if sm_86 not exist.
|
||||
// sm_87 cannot run sm_80 sass
|
||||
if (mSM == kSM_86)
|
||||
{
|
||||
loadXMMAKernels(kSM_80);
|
||||
}
|
||||
|
||||
// sm_89 will reuse sm_80 and sm_86 kernels
|
||||
if (mSM == kSM_89)
|
||||
{
|
||||
loadXMMAKernels(kSM_86);
|
||||
loadXMMAKernels(kSM_80);
|
||||
}
|
||||
}
|
||||
|
||||
bool isValid(int32_t headSize, int32_t s) const
|
||||
{
|
||||
uint64_t key = (static_cast<uint64_t>(headSize) << 32 | static_cast<uint64_t>(s));
|
||||
return (mValidSequences.find(key) != mValidSequences.end());
|
||||
}
|
||||
|
||||
virtual void run(TKernelParam& params, cudaStream_t ss) const
|
||||
{
|
||||
const auto findIter = mFunctions.find(hashID(params.s, params.d));
|
||||
std::stringstream errMsg;
|
||||
errMsg << "Could not find kernel for:\n"
|
||||
<< "\t s: " << params.s << "\n"
|
||||
<< "\t d: " << params.d << "\n"
|
||||
<< "Was the plugin compiled on a compatible CUDA and SM version?\n"
|
||||
<< "\t Compiled on CUDA " << CUDA_VERSION << "\n"
|
||||
<< "\t Current SM version: " << mSM << "\n"
|
||||
<< "\t SM versions enabled during compilation: "
|
||||
#if defined(ENABLE_SM72)
|
||||
<< "72 "
|
||||
#endif
|
||||
#if defined(ENABLE_SM75)
|
||||
<< "75 "
|
||||
#endif
|
||||
#if defined(ENABLE_SM80)
|
||||
<< "80 "
|
||||
#endif
|
||||
#if defined(ENABLE_SM86)
|
||||
<< "86 "
|
||||
#endif
|
||||
#if defined(ENABLE_SM87)
|
||||
<< "87 "
|
||||
#endif
|
||||
#if defined(ENABLE_SM89)
|
||||
<< "89 "
|
||||
#endif
|
||||
#if defined(ENABLE_SM90)
|
||||
<< "90 "
|
||||
#endif
|
||||
<< "\n";
|
||||
PLUGIN_VALIDATE(findIter != mFunctions.end(), errMsg.str().c_str());
|
||||
|
||||
const auto& kernelMeta = mKernelMeta[findIter->second.mMetaInfoIndex];
|
||||
const CUfunction func = findIter->second.mDeviceFunction;
|
||||
|
||||
void* kernelParams[] = {¶ms, nullptr};
|
||||
cuErrCheck(mDriver.cuLaunchKernel(func, params.h, params.b, 1, kernelMeta.mThreadsPerCTA, 1, 1,
|
||||
kernelMeta.mSharedMemBytes, ss, kernelParams, nullptr),
|
||||
mDriver);
|
||||
}
|
||||
|
||||
virtual ~TFusedMultiHeadAttentionXMMAKernel() = default;
|
||||
|
||||
protected:
|
||||
nvinfer1::CUDADriverWrapper mDriver;
|
||||
|
||||
plugin::bert::Data_type mDataType;
|
||||
const TKernelMeta* mKernelMeta;
|
||||
uint32_t mKernelMetaCount;
|
||||
uint32_t mSM;
|
||||
std::unordered_map<const unsigned char*, CUmodule> mModules;
|
||||
struct FusedMultiHeadAttentionKernelInfo
|
||||
{
|
||||
uint32_t mMetaInfoIndex;
|
||||
CUfunction mDeviceFunction;
|
||||
};
|
||||
std::unordered_map<uint64_t, FusedMultiHeadAttentionKernelInfo> mFunctions;
|
||||
// Set of valid sequence and head size combination. We use (headSize << 32 | sequence) as key here.
|
||||
std::unordered_set<uint64_t> mValidSequences;
|
||||
};
|
||||
template <typename TFusedMHAKernelList>
|
||||
class TFusedMHAKernelFactory
|
||||
{
|
||||
public:
|
||||
TFusedMHAKernelList const* getXMMAKernels(typename TFusedMHAKernelList::KernelMeta const* pKernelList,
|
||||
uint32_t nbKernels, plugin::bert::Data_type type, uint32_t sm)
|
||||
{
|
||||
static std::mutex s_mutex;
|
||||
std::lock_guard<std::mutex> lg(s_mutex);
|
||||
|
||||
auto const id = hashID(type, sm);
|
||||
auto it = mKernels.find(id);
|
||||
if (it == mKernels.end())
|
||||
{
|
||||
auto newKernel = std::make_unique<TFusedMHAKernelList>(pKernelList, nbKernels, type, sm);
|
||||
newKernel->loadXMMAKernels();
|
||||
it = mKernels.emplace(id, std::move(newKernel)).first;
|
||||
}
|
||||
return it->second.get();
|
||||
}
|
||||
|
||||
static TFusedMHAKernelFactory<TFusedMHAKernelList>& Get()
|
||||
{
|
||||
static TFusedMHAKernelFactory<TFusedMHAKernelList> s_factory;
|
||||
return s_factory;
|
||||
}
|
||||
|
||||
private:
|
||||
TFusedMHAKernelFactory() = default;
|
||||
|
||||
inline uint64_t hashID(plugin::bert::Data_type type, uint32_t sm) const
|
||||
{
|
||||
// use deviceID in hasID for multi GPU support before driver support context-less loading of cubin
|
||||
int32_t deviceID{0};
|
||||
CSC(cudaGetDevice(&deviceID), STATUS_FAILURE);
|
||||
|
||||
PLUGIN_ASSERT((deviceID & 0xFFFF) == deviceID);
|
||||
PLUGIN_ASSERT((type & 0xFFFF) == type);
|
||||
PLUGIN_ASSERT((sm & 0xFFFFFFFF) == sm);
|
||||
return (uint64_t) type << 48 | (uint64_t) deviceID << 32 | sm;
|
||||
}
|
||||
|
||||
std::unordered_map<uint64_t, const std::unique_ptr<TFusedMHAKernelList>> mKernels;
|
||||
};
|
||||
} // namespace pluginInternal
|
||||
|
||||
namespace plugin
|
||||
{
|
||||
namespace bert
|
||||
{
|
||||
static inline size_t get_size_in_bytes(size_t n, Data_type dtype)
|
||||
{
|
||||
switch (dtype)
|
||||
{
|
||||
case DATA_TYPE_E8M10: return n * 4;
|
||||
case DATA_TYPE_FP32: return n * 4;
|
||||
case DATA_TYPE_FP16: return n * 2;
|
||||
case DATA_TYPE_INT32: return n * 4;
|
||||
case DATA_TYPE_INT8: return n;
|
||||
case DATA_TYPE_INT4: return n / 2U;
|
||||
case DATA_TYPE_BOOL: return n / 8U;
|
||||
case DATA_TYPE_E8M7: return n * 2;
|
||||
default: PLUGIN_ASSERT(false); return 0;
|
||||
}
|
||||
}
|
||||
|
||||
////////////////////////////////////////////////////////////////////////////////////////////////////
|
||||
|
||||
struct Fused_multihead_attention_params
|
||||
{
|
||||
// The QKV matrices.
|
||||
void* qkv_ptr{};
|
||||
// The mask to implement drop-out.
|
||||
void* packed_mask_ptr{};
|
||||
// The O matrix (output).
|
||||
void* o_ptr{};
|
||||
|
||||
// The stride between rows of the Q, K and V matrices.
|
||||
int64_t qkv_stride_in_bytes{};
|
||||
// The stride between matrices of packed mask.
|
||||
int64_t packed_mask_stride_in_bytes{};
|
||||
// The stride between rows of O.
|
||||
int64_t o_stride_in_bytes{};
|
||||
|
||||
#if defined(STORE_P)
|
||||
// The pointer to the P matrix (for debugging).
|
||||
void* p_ptr{};
|
||||
// The stride between rows of the P matrix (for debugging).
|
||||
int64_t p_stride_in_bytes{};
|
||||
#endif // defined(STORE_P)
|
||||
|
||||
#if defined(STORE_S)
|
||||
// The pointer to the S matrix (for debugging).
|
||||
void* s_ptr{};
|
||||
// The stride between rows of the S matrix (for debugging).
|
||||
int64_t s_stride_in_bytes{};
|
||||
#endif // defined(STORE_S)
|
||||
|
||||
// The dimensions.
|
||||
int32_t b{};
|
||||
int32_t h{};
|
||||
int32_t s{};
|
||||
int32_t d{};
|
||||
// The scaling factors for the kernel.
|
||||
uint32_t scale_bmm1{};
|
||||
uint32_t scale_softmax{};
|
||||
uint32_t scale_bmm2{};
|
||||
|
||||
// Do we use Niall's trick to avoid I2F/F2I in the INT8 kernel.
|
||||
// See https://confluence.nvidia.com/pages/viewpage.action?pageId=302779721 for details.
|
||||
bool enable_i2f_trick{};
|
||||
|
||||
// The number of heads computed by one iteration of the wave.
|
||||
int32_t heads_per_wave{};
|
||||
// Buffers to perform a global sync and a critical section.
|
||||
int32_t* counters{};
|
||||
int32_t* max_barriers{};
|
||||
int32_t* sum_barriers{};
|
||||
int32_t* locks{};
|
||||
// Scratch buffers to finalize softmax.
|
||||
float* max_scratch_ptr{};
|
||||
float* sum_scratch_ptr{};
|
||||
// Scratch buffer to finalize the output (not needed for FP16).
|
||||
int32_t* o_scratch_ptr{};
|
||||
};
|
||||
|
||||
////////////////////////////////////////////////////////////////////////////////////////////////////
|
||||
#if defined(ENABLE_SM75)
|
||||
extern unsigned char fused_multihead_attention_fp16_64_64_kernel_sm75_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_fp16_96_64_kernel_sm75_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_fp16_128_64_kernel_sm75_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_fp16_384_64_kernel_sm75_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_int8_128_64_kernel_sm75_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_int8_384_64_kernel_sm75_cu_o[];
|
||||
#endif // defined(ENABLE_SM75)
|
||||
|
||||
#if defined(ENABLE_SM80) || defined(ENABLE_SM86) || defined(ENABLE_SM89)
|
||||
extern unsigned char fused_multihead_attention_fp16_64_64_kernel_sm80_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_fp16_96_64_kernel_sm80_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_int8_384_64_kernel_sm80_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_int8_128_64_kernel_sm80_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_fp16_128_64_kernel_sm80_cu_o[];
|
||||
extern unsigned char fused_multihead_attention_fp16_384_64_kernel_sm80_cu_o[];
|
||||
|
||||
extern unsigned char cubin_fmha_v1_int8_64_64_sm80_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_int8_96_64_sm80_cu_cubin[];
|
||||
#endif // defined(ENABLE_SM80) || defined(SM86) || defined(ENABLE_SM89)
|
||||
|
||||
#if defined(ENABLE_SM86) || defined(ENABLE_SM89)
|
||||
extern unsigned char fused_multihead_attention_fp16_384_64_kernel_sm86_cu_o[];
|
||||
#endif // defined(ENABLE_SM86) || defined(ENABLE_SM89)
|
||||
|
||||
#if defined(ENABLE_SM87)
|
||||
extern unsigned char cubin_fmha_v1_int8_384_64_sm87_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_int8_128_64_sm87_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_384_64_sm87_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_128_64_sm87_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_96_64_sm87_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_64_64_sm87_cu_cubin[];
|
||||
#endif // defined(ENABLE_SM87)
|
||||
|
||||
#if defined(ENABLE_SM90)
|
||||
extern unsigned char cubin_fmha_v1_int8_512_64_sm90_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_int8_384_64_sm90_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_int8_128_64_sm90_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_512_64_sm90_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_384_64_sm90_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_128_64_sm90_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_96_64_sm90_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_64_64_sm90_cu_cubin[];
|
||||
#endif // defined(ENABLE_SM90)
|
||||
|
||||
#if defined(ENABLE_SM100)
|
||||
extern unsigned char cubin_fmha_v1_int8_512_64_sm100_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_int8_384_64_sm100_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_int8_128_64_sm100_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_512_64_sm100_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_384_64_sm100_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_128_64_sm100_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_96_64_sm100_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_64_64_sm100_cu_cubin[];
|
||||
#endif // defined(ENABLE_SM100)
|
||||
#if defined(ENABLE_SM120)
|
||||
extern unsigned char cubin_fmha_v1_int8_512_64_sm120_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_int8_384_64_sm120_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_int8_128_64_sm120_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_512_64_sm120_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_384_64_sm120_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_128_64_sm120_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_96_64_sm120_cu_cubin[];
|
||||
extern unsigned char cubin_fmha_v1_fp16_64_64_sm120_cu_cubin[];
|
||||
#endif // defined(ENABLE_SM120)
|
||||
|
||||
#if defined(ENABLE_SM75)
|
||||
extern uint32_t fused_multihead_attention_fp16_64_64_kernel_sm75_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_fp16_96_64_kernel_sm75_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_fp16_128_64_kernel_sm75_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_fp16_384_64_kernel_sm75_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_int8_128_64_kernel_sm75_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_int8_384_64_kernel_sm75_cu_o_len;
|
||||
#endif // defined(ENABLE_SM75)
|
||||
|
||||
#if defined(ENABLE_SM80) || defined(ENABLE_SM86) || defined(ENABLE_SM89)
|
||||
extern uint32_t fused_multihead_attention_fp16_64_64_kernel_sm80_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_fp16_96_64_kernel_sm80_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_int8_384_64_kernel_sm80_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_int8_128_64_kernel_sm80_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_fp16_128_64_kernel_sm80_cu_o_len;
|
||||
extern uint32_t fused_multihead_attention_fp16_384_64_kernel_sm80_cu_o_len;
|
||||
extern uint32_t cubin_fmha_v1_int8_64_64_sm80_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_int8_96_64_sm80_cu_cubin_len;
|
||||
#endif // defined(ENABLE_SM80) || defined(SM86) || defined(ENABLE_SM89)
|
||||
|
||||
#if defined(ENABLE_SM86) || defined(ENABLE_SM89)
|
||||
extern uint32_t fused_multihead_attention_fp16_384_64_kernel_sm86_cu_o_len;
|
||||
#endif // defined(ENABLE_SM86) || defined(ENABLE_SM89)
|
||||
|
||||
#if defined(ENABLE_SM87)
|
||||
extern uint32_t cubin_fmha_v1_int8_384_64_sm87_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_int8_128_64_sm87_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_384_64_sm87_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_128_64_sm87_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_96_64_sm87_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_64_64_sm87_cu_cubin_len;
|
||||
#endif // defined(ENABLE_SM87)
|
||||
|
||||
#if defined(ENABLE_SM90)
|
||||
extern uint32_t cubin_fmha_v1_int8_512_64_sm90_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_int8_384_64_sm90_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_int8_128_64_sm90_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_512_64_sm90_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_384_64_sm90_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_128_64_sm90_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_96_64_sm90_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_64_64_sm90_cu_cubin_len;
|
||||
#endif // defined(ENABLE_SM90)
|
||||
|
||||
#if defined(ENABLE_SM100)
|
||||
extern uint32_t cubin_fmha_v1_int8_512_64_sm100_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_int8_384_64_sm100_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_int8_128_64_sm100_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_512_64_sm100_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_384_64_sm100_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_128_64_sm100_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_96_64_sm100_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_64_64_sm100_cu_cubin_len;
|
||||
#endif // defined(ENABLE_SM100)
|
||||
#if defined(ENABLE_SM120)
|
||||
extern uint32_t cubin_fmha_v1_int8_512_64_sm120_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_int8_384_64_sm120_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_int8_128_64_sm120_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_512_64_sm120_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_384_64_sm120_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_128_64_sm120_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_96_64_sm120_cu_cubin_len;
|
||||
extern uint32_t cubin_fmha_v1_fp16_64_64_sm120_cu_cubin_len;
|
||||
#endif // defined(ENABLE_SM120)
|
||||
|
||||
#if !(defined(ENABLE_SM72) || defined(ENABLE_SM75) || defined(ENABLE_SM80) || defined(ENABLE_SM86) \
|
||||
|| defined(ENABLE_SM87) || defined(ENABLE_SM89) || defined(ENABLE_SM90) || defined(ENABLE_SM100) \
|
||||
|| defined(ENABLE_SM120))
|
||||
|
||||
#error This file can only be included if one of sm 72, 75, 80, 86, 87, 89, 90, 100 or 120 is defined.
|
||||
|
||||
#endif
|
||||
|
||||
static const struct FusedMultiHeadAttentionKernelMetaInfoV1
|
||||
{
|
||||
Data_type mDataType;
|
||||
uint32_t mS;
|
||||
uint32_t mD;
|
||||
uint32_t mSM;
|
||||
const unsigned char* mCubin;
|
||||
uint32_t mCubinSize;
|
||||
const char* mFuncName;
|
||||
uint32_t mSharedMemBytes;
|
||||
uint32_t mThreadsPerCTA;
|
||||
} sMhaKernelMetaInfos[] = {
|
||||
#if defined(ENABLE_SM75)
|
||||
// Turing
|
||||
{DATA_TYPE_FP16, 64, 64, kSM_75, fused_multihead_attention_fp16_64_64_kernel_sm75_cu_o,
|
||||
fused_multihead_attention_fp16_64_64_kernel_sm75_cu_o_len,
|
||||
"fused_multihead_attention_v2_fp16_64_64_kernel_sm75", 24576, 128},
|
||||
{DATA_TYPE_FP16, 96, 64, kSM_75, fused_multihead_attention_fp16_96_64_kernel_sm75_cu_o,
|
||||
fused_multihead_attention_fp16_96_64_kernel_sm75_cu_o_len,
|
||||
"fused_multihead_attention_v2_fp16_96_64_kernel_sm75", 24576, 128},
|
||||
{DATA_TYPE_FP16, 128, 64, kSM_75, fused_multihead_attention_fp16_128_64_kernel_sm75_cu_o,
|
||||
fused_multihead_attention_fp16_128_64_kernel_sm75_cu_o_len, "fused_multihead_attention_fp16_128_64_kernel_sm75",
|
||||
32768, 128},
|
||||
{DATA_TYPE_FP16, 384, 64, kSM_75, fused_multihead_attention_fp16_384_64_kernel_sm75_cu_o,
|
||||
fused_multihead_attention_fp16_384_64_kernel_sm75_cu_o_len, "fused_multihead_attention_fp16_384_64_kernel_sm75",
|
||||
57344, 256},
|
||||
{DATA_TYPE_INT8, 128, 64, kSM_75, fused_multihead_attention_int8_128_64_kernel_sm75_cu_o,
|
||||
fused_multihead_attention_int8_128_64_kernel_sm75_cu_o_len, "fused_multihead_attention_int8_128_64_kernel_sm75",
|
||||
16384, 128},
|
||||
{DATA_TYPE_INT8, 384, 64, kSM_75, fused_multihead_attention_int8_384_64_kernel_sm75_cu_o,
|
||||
fused_multihead_attention_int8_384_64_kernel_sm75_cu_o_len, "fused_multihead_attention_int8_384_64_kernel_sm75",
|
||||
53284, 256},
|
||||
#endif // defined(ENABLE_SM75)
|
||||
#if defined(ENABLE_SM80) || defined(ENABLE_SM86) || defined(ENABLE_SM89)
|
||||
// Ampere
|
||||
{DATA_TYPE_FP16, 64, 64, kSM_80, fused_multihead_attention_fp16_64_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_fp16_64_64_kernel_sm80_cu_o_len,
|
||||
"fused_multihead_attention_v2_fp16_64_64_kernel_sm80", 32768, 128},
|
||||
{DATA_TYPE_FP16, 96, 64, kSM_80, fused_multihead_attention_fp16_96_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_fp16_96_64_kernel_sm80_cu_o_len,
|
||||
"fused_multihead_attention_v2_fp16_96_64_kernel_sm80", 49152, 128},
|
||||
{DATA_TYPE_FP16, 128, 64, kSM_80, fused_multihead_attention_fp16_128_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_fp16_128_64_kernel_sm80_cu_o_len, "fused_multihead_attention_fp16_128_64_kernel_sm80",
|
||||
49152, 128},
|
||||
{DATA_TYPE_FP16, 384, 64, kSM_80, fused_multihead_attention_fp16_384_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_fp16_384_64_kernel_sm80_cu_o_len, "fused_multihead_attention_fp16_384_64_kernel_sm80",
|
||||
114688, 256},
|
||||
{DATA_TYPE_INT8, 64, 64, kSM_80, cubin_fmha_v1_int8_64_64_sm80_cu_cubin, cubin_fmha_v1_int8_64_64_sm80_cu_cubin_len,
|
||||
"fmha_v1_int8_64_64_sm80_kernel", 24576, 128},
|
||||
{DATA_TYPE_INT8, 96, 64, kSM_80, cubin_fmha_v1_int8_96_64_sm80_cu_cubin, cubin_fmha_v1_int8_96_64_sm80_cu_cubin_len,
|
||||
"fmha_v1_int8_96_64_sm80_kernel", 28672, 128},
|
||||
{DATA_TYPE_INT8, 128, 64, kSM_80, fused_multihead_attention_int8_128_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_int8_128_64_kernel_sm80_cu_o_len, "fused_multihead_attention_int8_128_64_kernel_sm80",
|
||||
24576, 128},
|
||||
{DATA_TYPE_INT8, 384, 64, kSM_80, fused_multihead_attention_int8_384_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_int8_384_64_kernel_sm80_cu_o_len, "fused_multihead_attention_int8_384_64_kernel_sm80",
|
||||
57344, 256},
|
||||
#endif // defined(ENABLE_SM80) || defined(SM86) || defined(ENABLE_SM89)
|
||||
#if defined(ENABLE_SM86) || defined(ENABLE_SM89)
|
||||
// GA10x
|
||||
// Note: For GA10X keep only kernels whose sharedMemBytes < 100KiB
|
||||
{DATA_TYPE_FP16, 64, 64, kSM_86, fused_multihead_attention_fp16_64_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_fp16_64_64_kernel_sm80_cu_o_len,
|
||||
"fused_multihead_attention_v2_fp16_64_64_kernel_sm80", 32768, 128},
|
||||
{DATA_TYPE_FP16, 96, 64, kSM_86, fused_multihead_attention_fp16_96_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_fp16_96_64_kernel_sm80_cu_o_len,
|
||||
"fused_multihead_attention_v2_fp16_96_64_kernel_sm80", 49152, 128},
|
||||
{DATA_TYPE_FP16, 128, 64, kSM_86, fused_multihead_attention_fp16_128_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_fp16_128_64_kernel_sm80_cu_o_len, "fused_multihead_attention_fp16_128_64_kernel_sm80",
|
||||
49152, 128},
|
||||
{DATA_TYPE_FP16, 384, 64, kSM_86, fused_multihead_attention_fp16_384_64_kernel_sm86_cu_o,
|
||||
fused_multihead_attention_fp16_384_64_kernel_sm86_cu_o_len, "fused_multihead_attention_fp16_384_64_kernel_sm80",
|
||||
65536, 256},
|
||||
{DATA_TYPE_INT8, 128, 64, kSM_86, fused_multihead_attention_int8_128_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_int8_128_64_kernel_sm80_cu_o_len, "fused_multihead_attention_int8_128_64_kernel_sm80",
|
||||
24576, 128},
|
||||
{DATA_TYPE_INT8, 384, 64, kSM_86, fused_multihead_attention_int8_384_64_kernel_sm80_cu_o,
|
||||
fused_multihead_attention_int8_384_64_kernel_sm80_cu_o_len, "fused_multihead_attention_int8_384_64_kernel_sm80",
|
||||
57344, 256},
|
||||
#endif // defined(ENABLE_SM86) || defined(ENABLE_SM89)
|
||||
#if defined(ENABLE_SM87)
|
||||
// GA10b (Orin-Auto)
|
||||
{DATA_TYPE_INT8, 384, 64, kSM_87, cubin_fmha_v1_int8_384_64_sm87_cu_cubin,
|
||||
cubin_fmha_v1_int8_384_64_sm87_cu_cubin_len, "fmha_v1_int8_384_64_sm87_kernel", 40960, 256},
|
||||
{DATA_TYPE_INT8, 128, 64, kSM_87, cubin_fmha_v1_int8_128_64_sm87_cu_cubin,
|
||||
cubin_fmha_v1_int8_128_64_sm87_cu_cubin_len, "fmha_v1_int8_128_64_sm87_kernel", 24576, 128},
|
||||
{DATA_TYPE_FP16, 384, 64, kSM_87, cubin_fmha_v1_fp16_384_64_sm87_cu_cubin,
|
||||
cubin_fmha_v1_fp16_384_64_sm87_cu_cubin_len, "fmha_v1_fp16_384_64_sm87_kernel", 65536, 256},
|
||||
{DATA_TYPE_FP16, 128, 64, kSM_87, cubin_fmha_v1_fp16_128_64_sm87_cu_cubin,
|
||||
cubin_fmha_v1_fp16_128_64_sm87_cu_cubin_len, "fmha_v1_fp16_128_64_sm87_kernel", 49152, 128},
|
||||
{DATA_TYPE_FP16, 96, 64, kSM_87, cubin_fmha_v1_fp16_96_64_sm87_cu_cubin, cubin_fmha_v1_fp16_96_64_sm87_cu_cubin_len,
|
||||
"fmha_v1_fp16_96_64_sm87_kernel", 49152, 128},
|
||||
{DATA_TYPE_FP16, 64, 64, kSM_87, cubin_fmha_v1_fp16_64_64_sm87_cu_cubin, cubin_fmha_v1_fp16_64_64_sm87_cu_cubin_len,
|
||||
"fmha_v1_fp16_64_64_sm87_kernel", 32768, 128},
|
||||
#endif // defined(ENABLE_SM87)
|
||||
#if defined(ENABLE_SM90)
|
||||
// GH100 hopper
|
||||
{DATA_TYPE_INT8, 512, 64, kSM_90, cubin_fmha_v1_int8_512_64_sm90_cu_cubin,
|
||||
cubin_fmha_v1_int8_512_64_sm90_cu_cubin_len, "fmha_v1_int8_512_64_sm90_kernel", 73728, 256},
|
||||
{DATA_TYPE_INT8, 384, 64, kSM_90, cubin_fmha_v1_int8_384_64_sm90_cu_cubin,
|
||||
cubin_fmha_v1_int8_384_64_sm90_cu_cubin_len, "fmha_v1_int8_384_64_sm90_kernel", 73728, 256},
|
||||
{DATA_TYPE_INT8, 128, 64, kSM_90, cubin_fmha_v1_int8_128_64_sm90_cu_cubin,
|
||||
cubin_fmha_v1_int8_128_64_sm90_cu_cubin_len, "fmha_v1_int8_128_64_sm90_kernel", 24576, 128},
|
||||
{DATA_TYPE_FP16, 512, 64, kSM_90, cubin_fmha_v1_fp16_512_64_sm90_cu_cubin,
|
||||
cubin_fmha_v1_fp16_512_64_sm90_cu_cubin_len, "fmha_v1_fp16_512_64_sm90_kernel", 73728, 256},
|
||||
{DATA_TYPE_FP16, 384, 64, kSM_90, cubin_fmha_v1_fp16_384_64_sm90_cu_cubin,
|
||||
cubin_fmha_v1_fp16_384_64_sm90_cu_cubin_len, "fmha_v1_fp16_384_64_sm90_kernel", 65536, 256},
|
||||
{DATA_TYPE_FP16, 128, 64, kSM_90, cubin_fmha_v1_fp16_128_64_sm90_cu_cubin,
|
||||
cubin_fmha_v1_fp16_128_64_sm90_cu_cubin_len, "fmha_v1_fp16_128_64_sm90_kernel", 65536, 128},
|
||||
{DATA_TYPE_FP16, 96, 64, kSM_90, cubin_fmha_v1_fp16_96_64_sm90_cu_cubin, cubin_fmha_v1_fp16_96_64_sm90_cu_cubin_len,
|
||||
"fmha_v1_fp16_96_64_sm90_kernel", 49152, 128},
|
||||
{DATA_TYPE_FP16, 64, 64, kSM_90, cubin_fmha_v1_fp16_64_64_sm90_cu_cubin, cubin_fmha_v1_fp16_64_64_sm90_cu_cubin_len,
|
||||
"fmha_v1_fp16_64_64_sm90_kernel", 32768, 128},
|
||||
#endif // defined(ENABLE_SM90)
|
||||
|
||||
#if defined(ENABLE_SM100)
|
||||
{DATA_TYPE_INT8, 512, 64, kSM_100, cubin_fmha_v1_int8_512_64_sm100_cu_cubin,
|
||||
cubin_fmha_v1_int8_512_64_sm100_cu_cubin_len, "fmha_v1_int8_512_64_sm100_kernel", 73728, 256},
|
||||
{DATA_TYPE_INT8, 384, 64, kSM_100, cubin_fmha_v1_int8_384_64_sm100_cu_cubin,
|
||||
cubin_fmha_v1_int8_384_64_sm100_cu_cubin_len, "fmha_v1_int8_384_64_sm100_kernel", 73728, 256},
|
||||
{DATA_TYPE_INT8, 128, 64, kSM_100, cubin_fmha_v1_int8_128_64_sm100_cu_cubin,
|
||||
cubin_fmha_v1_int8_128_64_sm100_cu_cubin_len, "fmha_v1_int8_128_64_sm100_kernel", 24576, 128},
|
||||
{DATA_TYPE_FP16, 512, 64, kSM_100, cubin_fmha_v1_fp16_512_64_sm100_cu_cubin,
|
||||
cubin_fmha_v1_fp16_512_64_sm100_cu_cubin_len, "fmha_v1_fp16_512_64_sm100_kernel", 73728, 256},
|
||||
{DATA_TYPE_FP16, 384, 64, kSM_100, cubin_fmha_v1_fp16_384_64_sm100_cu_cubin,
|
||||
cubin_fmha_v1_fp16_384_64_sm100_cu_cubin_len, "fmha_v1_fp16_384_64_sm100_kernel", 65536, 256},
|
||||
{DATA_TYPE_FP16, 128, 64, kSM_100, cubin_fmha_v1_fp16_128_64_sm100_cu_cubin,
|
||||
cubin_fmha_v1_fp16_128_64_sm100_cu_cubin_len, "fmha_v1_fp16_128_64_sm100_kernel", 65536, 128},
|
||||
{DATA_TYPE_FP16, 96, 64, kSM_100, cubin_fmha_v1_fp16_96_64_sm100_cu_cubin,
|
||||
cubin_fmha_v1_fp16_96_64_sm100_cu_cubin_len, "fmha_v1_fp16_96_64_sm100_kernel", 49152, 128},
|
||||
{DATA_TYPE_FP16, 64, 64, kSM_100, cubin_fmha_v1_fp16_64_64_sm100_cu_cubin,
|
||||
cubin_fmha_v1_fp16_64_64_sm100_cu_cubin_len, "fmha_v1_fp16_64_64_sm100_kernel", 32768, 128},
|
||||
#endif // defined(ENABLE_SM100)
|
||||
#if defined(ENABLE_SM120)
|
||||
{DATA_TYPE_INT8, 512, 64, kSM_120, cubin_fmha_v1_int8_512_64_sm120_cu_cubin,
|
||||
cubin_fmha_v1_int8_512_64_sm120_cu_cubin_len, "fmha_v1_int8_512_64_sm120_kernel", 73728, 256},
|
||||
{DATA_TYPE_INT8, 384, 64, kSM_120, cubin_fmha_v1_int8_384_64_sm120_cu_cubin,
|
||||
cubin_fmha_v1_int8_384_64_sm120_cu_cubin_len, "fmha_v1_int8_384_64_sm120_kernel", 73728, 256},
|
||||
{DATA_TYPE_INT8, 128, 64, kSM_120, cubin_fmha_v1_int8_128_64_sm120_cu_cubin,
|
||||
cubin_fmha_v1_int8_128_64_sm120_cu_cubin_len, "fmha_v1_int8_128_64_sm120_kernel", 24576, 128},
|
||||
{DATA_TYPE_FP16, 512, 64, kSM_120, cubin_fmha_v1_fp16_512_64_sm120_cu_cubin,
|
||||
cubin_fmha_v1_fp16_512_64_sm120_cu_cubin_len, "fmha_v1_fp16_512_64_sm120_kernel", 73728, 256},
|
||||
{DATA_TYPE_FP16, 384, 64, kSM_120, cubin_fmha_v1_fp16_384_64_sm120_cu_cubin,
|
||||
cubin_fmha_v1_fp16_384_64_sm120_cu_cubin_len, "fmha_v1_fp16_384_64_sm120_kernel", 65536, 256},
|
||||
{DATA_TYPE_FP16, 128, 64, kSM_120, cubin_fmha_v1_fp16_128_64_sm120_cu_cubin,
|
||||
cubin_fmha_v1_fp16_128_64_sm120_cu_cubin_len, "fmha_v1_fp16_128_64_sm120_kernel", 65536, 128},
|
||||
{DATA_TYPE_FP16, 96, 64, kSM_120, cubin_fmha_v1_fp16_96_64_sm120_cu_cubin,
|
||||
cubin_fmha_v1_fp16_96_64_sm120_cu_cubin_len, "fmha_v1_fp16_96_64_sm120_kernel", 49152, 128},
|
||||
{DATA_TYPE_FP16, 64, 64, kSM_120, cubin_fmha_v1_fp16_64_64_sm120_cu_cubin,
|
||||
cubin_fmha_v1_fp16_64_64_sm120_cu_cubin_len, "fmha_v1_fp16_64_64_sm120_kernel", 32768, 128},
|
||||
#endif // defined(ENABLE_SM120)
|
||||
|
||||
};
|
||||
|
||||
using FusedMultiHeadAttentionXMMAKernel
|
||||
= pluginInternal::TFusedMultiHeadAttentionXMMAKernel<FusedMultiHeadAttentionKernelMetaInfoV1,
|
||||
Fused_multihead_attention_params>;
|
||||
using FusedMHAKernelFactory = pluginInternal::TFusedMHAKernelFactory<FusedMultiHeadAttentionXMMAKernel>;
|
||||
|
||||
inline const FusedMultiHeadAttentionXMMAKernel* getXMMAKernels(Data_type type, uint32_t sm)
|
||||
{
|
||||
return FusedMHAKernelFactory::Get().getXMMAKernels(
|
||||
sMhaKernelMetaInfos, sizeof(sMhaKernelMetaInfos) / sizeof(sMhaKernelMetaInfos[0]), type, sm);
|
||||
}
|
||||
|
||||
} // namespace bert
|
||||
} // namespace plugin
|
||||
} // namespace nvinfer1
|
||||
#endif // _BERT_FMHA_FMHA
|
||||
+43
@@ -0,0 +1,43 @@
|
||||
/*
|
||||
* SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
* SPDX-License-Identifier: Apache-2.0
|
||||
*
|
||||
* 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.
|
||||
*/
|
||||
#ifndef TRT_FUSED_MULTIHEAD_ATTENTION_COMMON_H
|
||||
#define TRT_FUSED_MULTIHEAD_ATTENTION_COMMON_H
|
||||
|
||||
#include "common/checkMacrosPlugin.h"
|
||||
#include "common/plugin.h"
|
||||
#include <cstdint>
|
||||
namespace nvinfer1
|
||||
{
|
||||
namespace plugin
|
||||
{
|
||||
namespace bert
|
||||
{
|
||||
enum Data_type
|
||||
{
|
||||
DATA_TYPE_BOOL,
|
||||
DATA_TYPE_E8M10,
|
||||
DATA_TYPE_E8M7,
|
||||
DATA_TYPE_FP16,
|
||||
DATA_TYPE_FP32,
|
||||
DATA_TYPE_INT4,
|
||||
DATA_TYPE_INT8,
|
||||
DATA_TYPE_INT32
|
||||
};
|
||||
} // namespace bert
|
||||
} // namespace plugin
|
||||
} // namespace nvinfer1
|
||||
#endif // TRT_FUSED_MULTIHEAD_ATTENTION_COMMON_H
|
||||
+32413
File diff suppressed because it is too large
Load Diff
+20539
File diff suppressed because it is too large
Load Diff
+2710
File diff suppressed because it is too large
Load Diff
+2285
File diff suppressed because it is too large
Load Diff
+19766
File diff suppressed because it is too large
Load Diff
+30448
File diff suppressed because it is too large
Load Diff
+24637
File diff suppressed because it is too large
Load Diff
+15567
File diff suppressed because it is too large
Load Diff
+25191
File diff suppressed because it is too large
Load Diff
+16019
File diff suppressed because it is too large
Load Diff
+1827
File diff suppressed because it is too large
Load Diff
+1666
File diff suppressed because it is too large
Load Diff
+2620
File diff suppressed because it is too large
Load Diff
+25729
File diff suppressed because it is too large
Load Diff
+24485
File diff suppressed because it is too large
Load Diff
+24029
File diff suppressed because it is too large
Load Diff
+15230
File diff suppressed because it is too large
Load Diff
+24485
File diff suppressed because it is too large
Load Diff
+14845
File diff suppressed because it is too large
Load Diff
+9376
File diff suppressed because it is too large
Load Diff
+924
@@ -0,0 +1,924 @@
|
||||
/*
|
||||
* SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
* SPDX-License-Identifier: Apache-2.0
|
||||
*
|
||||
* 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.
|
||||
*/
|
||||
|
||||
namespace nvinfer1
|
||||
{
|
||||
namespace plugin
|
||||
{
|
||||
namespace bert
|
||||
{
|
||||
unsigned char fused_multihead_attention_fp16_64_64_kernel_sm75_cu_o[] = {0x7f, 0x45, 0x4c, 0x46, 0x02, 0x01, 0x01, 0x33,
|
||||
0x07, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0xbe, 0x00, 0x6e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
||||
0x00, 0x00, 0x00, 0x00, 0x00, 0xc0, 0x41, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x3f, 0x00, 0x00, 0x00, 0x00,
|
||||
0x00, 0x00, 0x4b, 0x05, 0x4b, 0x00, 0x40, 0x00, 0x38, 0x00, 0x03, 0x00, 0x40, 0x00, 0x0b, 0x00, 0x01, 0x00, 0x00,
|
||||
0x2e, 0x73, 0x68, 0x73, 0x74, 0x72, 0x74, 0x61, 0x62, 0x00, 0x2e, 0x73, 0x74, 0x72, 0x74, 0x61, 0x62, 0x00, 0x2e,
|
||||
0x73, 0x79, 0x6d, 0x74, 0x61, 0x62, 0x00, 0x2e, 0x73, 0x79, 0x6d, 0x74, 0x61, 0x62, 0x5f, 0x73, 0x68, 0x6e, 0x64,
|
||||
0x78, 0x00, 0x2e, 0x6e, 0x76, 0x2e, 0x69, 0x6e, 0x66, 0x6f, 0x00, 0x2e, 0x74, 0x65, 0x78, 0x74, 0x2e, 0x66, 0x75,
|
||||
0x73, 0x65, 0x64, 0x5f, 0x6d, 0x75, 0x6c, 0x74, 0x69, 0x68, 0x65, 0x61, 0x64, 0x5f, 0x61, 0x74, 0x74, 0x65, 0x6e,
|
||||
0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x76, 0x32, 0x5f, 0x66, 0x70, 0x31, 0x36, 0x5f, 0x36, 0x34, 0x5f, 0x36, 0x34, 0x5f,
|
||||
0x6b, 0x65, 0x72, 0x6e, 0x65, 0x6c, 0x5f, 0x73, 0x6d, 0x37, 0x35, 0x00, 0x2e, 0x6e, 0x76, 0x2e, 0x69, 0x6e, 0x66,
|
||||
0x6f, 0x2e, 0x66, 0x75, 0x73, 0x65, 0x64, 0x5f, 0x6d, 0x75, 0x6c, 0x74, 0x69, 0x68, 0x65, 0x61, 0x64, 0x5f, 0x61,
|
||||
0x74, 0x74, 0x65, 0x6e, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x76, 0x32, 0x5f, 0x66, 0x70, 0x31, 0x36, 0x5f, 0x36, 0x34,
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0x05, 0x78, 0x1e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x10,
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||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x12, 0x00, 0x00, 0x00,
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||||
0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0xb9, 0x7a, 0x0a, 0x00, 0x00, 0x58, 0x00, 0x00, 0x00,
|
||||
0x0a, 0x00, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x19, 0x78, 0x27, 0xff, 0x1f, 0x00, 0x00, 0x00, 0x3e, 0x14, 0x01, 0x00,
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||||
0x00, 0xc8, 0x1f, 0x00, 0x11, 0x72, 0x00, 0x27, 0x3e, 0x00, 0x00, 0x00, 0xff, 0x18, 0x8f, 0x07, 0x00, 0xc8, 0x0f,
|
||||
0x00, 0x19, 0x78, 0x25, 0xff, 0x03, 0x00, 0x00, 0x00, 0x00, 0x14, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0xa4, 0x72,
|
||||
0x06, 0x07, 0x04, 0x00, 0x00, 0x00, 0x06, 0x02, 0x8e, 0x0f, 0x00, 0xc6, 0x2f, 0x00, 0x19, 0x78, 0x03, 0xff, 0x1f,
|
||||
0x00, 0x00, 0x00, 0x25, 0x14, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x25, 0x7a, 0x04, 0x25, 0x00, 0x5e, 0x00, 0x00,
|
||||
0xff, 0x00, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x04, 0xa4, 0x78, 0x04, 0x06, 0x03, 0x00, 0x00, 0x00, 0x3f, 0x02, 0x8e,
|
||||
0x0f, 0x00, 0xe2, 0x0f, 0x00, 0x10, 0x78, 0x0a, 0x25, 0x20, 0x00, 0x00, 0x00, 0xff, 0xe0, 0xff, 0x07, 0x00, 0xe4,
|
||||
0x0f, 0x00, 0x24, 0x7a, 0x02, 0x03, 0x00, 0x5e, 0x00, 0x00, 0xff, 0x02, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x90,
|
||||
0x78, 0x05, 0x04, 0x01, 0x00, 0x00, 0x00, 0x3f, 0xe0, 0xff, 0x0f, 0x00, 0xe2, 0x0f, 0x00, 0x0c, 0x78, 0x00, 0x0a,
|
||||
0x3f, 0x00, 0x00, 0x00, 0x70, 0x42, 0xf6, 0x03, 0x00, 0xe2, 0x0f, 0x00, 0x24, 0x7e, 0x09, 0xff, 0x04, 0x00, 0x00,
|
||||
0x00, 0xff, 0x00, 0x8e, 0x0f, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x7a, 0x07, 0x25, 0x00, 0x5f, 0x00, 0x00, 0x02, 0x02,
|
||||
0x8e, 0x07, 0x00, 0xc4, 0x0f, 0x00, 0x24, 0x7e, 0x0b, 0xff, 0x05, 0x00, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x0f, 0x00,
|
||||
0xe4, 0x0f, 0x00, 0x24, 0x78, 0x05, 0x05, 0x01, 0x00, 0x00, 0x00, 0x07, 0x02, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00,
|
||||
0x12, 0x78, 0x07, 0x00, 0xf8, 0xff, 0xff, 0xff, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x10, 0x78, 0x00,
|
||||
0x25, 0x30, 0x00, 0x00, 0x00, 0xff, 0xe0, 0xff, 0x07, 0x00, 0xc6, 0x0f, 0x00, 0x24, 0x78, 0x40, 0x3e, 0x01, 0x00,
|
||||
0x00, 0x00, 0x07, 0x0a, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x0c, 0x78, 0x00, 0x00, 0x3f, 0x00, 0x00, 0x00, 0x70,
|
||||
0x42, 0xf4, 0x03, 0x00, 0xe2, 0x0f, 0x00, 0x25, 0x78, 0x06, 0x09, 0x80, 0x00, 0x00, 0x00, 0x04, 0x02, 0x8e, 0x07,
|
||||
0x00, 0xc8, 0x0f, 0x00, 0x25, 0x78, 0x08, 0x0b, 0x80, 0x00, 0x00, 0x00, 0x04, 0x02, 0x8e, 0x07, 0x00, 0xc8, 0x0f,
|
||||
0x00, 0x24, 0x78, 0x24, 0x40, 0x10, 0x00, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x76,
|
||||
0x00, 0xff, 0x00, 0x5f, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0xa6, 0x0b, 0xff, 0x00,
|
||||
0x5f, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x19, 0x78, 0x02, 0xff, 0x1f, 0x00, 0x00, 0x00,
|
||||
0x24, 0x14, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x24, 0x78, 0x0d, 0x00, 0x30, 0x00, 0x00, 0x00, 0xff, 0x02, 0x8e,
|
||||
0x07, 0x00, 0xe2, 0x0f, 0x00, 0x10, 0x72, 0x34, 0x24, 0x08, 0x00, 0x00, 0x00, 0xff, 0xe0, 0xf3, 0x07, 0x00, 0xe2,
|
||||
0x0f, 0x00, 0x24, 0xa8, 0x0b, 0x0b, 0x30, 0x00, 0x00, 0x00, 0xff, 0x02, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x10,
|
||||
0x72, 0x04, 0x06, 0x24, 0x00, 0x00, 0x00, 0xff, 0xe0, 0xf1, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x10, 0x78, 0x00, 0x25,
|
||||
0x10, 0x00, 0x00, 0x00, 0xff, 0xe0, 0xff, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x24, 0x78, 0x35, 0x09, 0x01, 0x00, 0x00,
|
||||
0x00, 0x02, 0x06, 0x8e, 0x00, 0x00, 0xc4, 0x0f, 0x00, 0x24, 0x78, 0x05, 0x07, 0x01, 0x00, 0x00, 0x00, 0x02, 0x06,
|
||||
0x0e, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x0c, 0x78, 0x00, 0x00, 0x3f, 0x00, 0x00, 0x00, 0x70, 0x42, 0xf0, 0x03, 0x00,
|
||||
0xe2, 0x0f, 0x00, 0x25, 0x78, 0x08, 0x2b, 0x30, 0x00, 0x00, 0x00, 0x34, 0x00, 0x8e, 0x07, 0x00, 0xc8, 0x0f, 0x00,
|
||||
0x25, 0xa8, 0x06, 0x2b, 0x30, 0x00, 0x00, 0x00, 0x04, 0x00, 0x8e, 0x07, 0x00, 0xc6, 0x0f, 0x00, 0x10, 0x7a, 0x28,
|
||||
0x08, 0x00, 0x58, 0x00, 0x00, 0xff, 0xe0, 0xf9, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x24, 0x74, 0x00, 0xff, 0x04, 0x00,
|
||||
0x00, 0x00, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x08, 0xff, 0x05, 0x00, 0x00, 0x00, 0xff,
|
||||
0x00, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x10, 0x7a, 0x29, 0x0d, 0x00, 0x59, 0x00, 0x00, 0x09, 0xe4, 0x7f, 0x02,
|
||||
0x00, 0xe4, 0x0f, 0x00, 0x10, 0x8a, 0x20, 0x04, 0x00, 0x58, 0x00, 0x00, 0x31, 0xe0, 0xd9, 0x07, 0x00, 0xe4, 0x0f,
|
||||
0x00, 0x10, 0xaa, 0x06, 0x06, 0x00, 0x58, 0x00, 0x00, 0xff, 0xe0, 0xf3, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x19, 0x76,
|
||||
0x2d, 0x2b, 0x00, 0x5f, 0x00, 0x00, 0x08, 0x02, 0x01, 0x00, 0x00, 0xc4, 0x0f, 0x00, 0x19, 0x76, 0x2f, 0x2b, 0x00,
|
||||
0x5f, 0x00, 0x00, 0x00, 0x02, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x04, 0x24, 0x78, 0x2b, 0x2b, 0x20, 0x00, 0x00, 0x00,
|
||||
0xff, 0x00, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x10, 0xaa, 0x07, 0x07, 0x00, 0x59, 0x00, 0x00, 0x0b, 0xe4, 0xff,
|
||||
0x00, 0x00, 0xe4, 0x0f, 0x00, 0x10, 0x8a, 0x21, 0x05, 0x00, 0x59, 0x00, 0x00, 0x2f, 0xa4, 0x7e, 0x02, 0x00, 0xe4,
|
||||
0x0f, 0x04, 0x10, 0xba, 0x22, 0x04, 0x00, 0x58, 0x00, 0x00, 0x2b, 0xe0, 0xd9, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x0c,
|
||||
0x78, 0x00, 0x3e, 0xff, 0x01, 0x00, 0x00, 0x70, 0x42, 0xf2, 0x03, 0x00, 0xe4, 0x0f, 0x00, 0x10, 0xba, 0x23, 0x05,
|
||||
0x00, 0x59, 0x00, 0x00, 0x2d, 0xa4, 0x7e, 0x02, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x0c, 0x00, 0x00, 0x00, 0x00,
|
||||
0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x0e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff,
|
||||
0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00,
|
||||
0xe2, 0x0f, 0x00, 0x81, 0xa3, 0x10, 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0xed, 0x1e, 0x00, 0x00, 0xa8, 0x00, 0x00,
|
||||
0x10, 0x7a, 0x30, 0x34, 0x00, 0x58, 0x00, 0x00, 0x31, 0xe0, 0xd9, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x0a,
|
||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x81, 0x99, 0x1c, 0x04, 0x0a, 0x00,
|
||||
0x00, 0x00, 0x00, 0xed, 0x1e, 0x0c, 0x00, 0xe4, 0x02, 0x00, 0x10, 0x7a, 0x31, 0x35, 0x00, 0x59, 0x00, 0x00, 0x2f,
|
||||
0xa4, 0x7e, 0x02, 0x00, 0xc4, 0x0f, 0x00, 0x10, 0x7a, 0x2a, 0x34, 0x00, 0x58, 0x00, 0x00, 0x2b, 0xe0, 0xd9, 0x07,
|
||||
0x00, 0xe2, 0x0f, 0x00, 0x81, 0x83, 0x18, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0xed, 0x1e, 0x00, 0x00, 0xe6, 0x08,
|
||||
0x00, 0x10, 0x7a, 0x2b, 0x35, 0x00, 0x59, 0x00, 0x00, 0x2d, 0xa4, 0x7e, 0x02, 0x00, 0xe2, 0x0f, 0x00, 0x81, 0xb3,
|
||||
0x14, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0xed, 0x1e, 0x00, 0x00, 0xe8, 0x08, 0x00, 0x81, 0x99, 0x0c, 0x34, 0x0a,
|
||||
0x00, 0x00, 0x00, 0x00, 0xed, 0x1e, 0x0c, 0x00, 0xe8, 0x0e, 0x00, 0x81, 0x83, 0x08, 0x30, 0x00, 0x00, 0x00, 0x00,
|
||||
0x00, 0xed, 0x1e, 0x00, 0x00, 0xe2, 0x0e, 0x00, 0x05, 0x78, 0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01,
|
||||
0x00, 0x00, 0xe2, 0x2f, 0x00, 0x05, 0x78, 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2,
|
||||
0x1f, 0x00, 0x05, 0x78, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x01, 0x05,
|
||||
0x78, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xcc, 0x0f, 0x00, 0x81, 0xb3, 0x04, 0x2a,
|
||||
0x00, 0x00, 0x00, 0x00, 0x00, 0xed, 0x1e, 0x00, 0x00, 0x28, 0x0f, 0x00, 0x81, 0xa3, 0x20, 0x28, 0x00, 0x00, 0x00,
|
||||
0x00, 0x00, 0xed, 0x1e, 0x00, 0x00, 0x22, 0x0f, 0x00, 0x19, 0x78, 0x26, 0xff, 0x1f, 0x00, 0x00, 0x00, 0x25, 0x14,
|
||||
0x01, 0x00, 0x00, 0xc8, 0x0f, 0x00, 0x11, 0x72, 0x26, 0x26, 0x25, 0x00, 0x00, 0x00, 0xff, 0x18, 0x8f, 0x07, 0x00,
|
||||
0xc8, 0x0f, 0x00, 0x12, 0x78, 0x26, 0x26, 0xf8, 0xff, 0xff, 0x0f, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00,
|
||||
0x12, 0x78, 0x3f, 0x3e, 0x40, 0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xc6, 0x0f, 0x00, 0x24, 0x78, 0x2d,
|
||||
0x25, 0x01, 0x00, 0x00, 0x00, 0x26, 0x0a, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x12, 0x78, 0x2e, 0x3e, 0x07, 0x00,
|
||||
0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x04, 0x19, 0x78, 0x2f, 0xff, 0x03, 0x00, 0x00, 0x00, 0x3e,
|
||||
0x16, 0x01, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x12, 0x72, 0x26, 0x2d, 0x40, 0x00, 0x00, 0x00, 0xff, 0x3c, 0x8e, 0x07,
|
||||
0x00, 0xe4, 0x0f, 0x00, 0x12, 0x78, 0x2c, 0x3e, 0x10, 0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f,
|
||||
0x00, 0x11, 0x72, 0x2d, 0x3f, 0x2e, 0x00, 0x00, 0x00, 0xff, 0xf0, 0x8f, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x1a, 0x78,
|
||||
0x2f, 0x2f, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xc4, 0x0f, 0x00, 0x11, 0x72, 0x2c, 0x2c, 0x2d,
|
||||
0x00, 0x00, 0x00, 0xff, 0xf8, 0x8f, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x12, 0x78, 0x2f, 0x2f, 0x07, 0x00, 0x00, 0x00,
|
||||
0x3e, 0x78, 0x8e, 0x07, 0x00, 0xca, 0x0f, 0x00, 0x24, 0x78, 0x2f, 0x2c, 0x08, 0x00, 0x00, 0x00, 0x2f, 0x02, 0x8e,
|
||||
0x07, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x78, 0x2c, 0x3e, 0x10, 0x00, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe2,
|
||||
0x0f, 0x04, 0x12, 0x78, 0x32, 0x3e, 0x0f, 0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x04, 0x12,
|
||||
0x78, 0x41, 0x3e, 0x20, 0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x12, 0x78, 0x33, 0x2c,
|
||||
0x70, 0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x11, 0x72, 0x2c, 0x41, 0x32, 0x00, 0x00,
|
||||
0x00, 0xff, 0xf8, 0x8f, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x12, 0x78, 0x33, 0x33, 0x10, 0x00, 0x00, 0x00, 0x3e, 0x78,
|
||||
0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x24, 0x78, 0x26, 0x25, 0x08, 0x00, 0x00, 0x00, 0x26, 0x02, 0x8e, 0x07, 0x00,
|
||||
0xc4, 0x0f, 0x00, 0x24, 0x78, 0x46, 0x2f, 0x10, 0x00, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00,
|
||||
0x24, 0x78, 0x47, 0x2c, 0x80, 0x00, 0x00, 0x00, 0x33, 0x02, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x44,
|
||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x42, 0x00, 0x00, 0x00,
|
||||
0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x36, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
||||
0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x3a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00,
|
||||
0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x3c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f,
|
||||
0x00, 0x05, 0x78, 0x38, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x99, 0x78,
|
||||
0x04, 0x3f, 0x1f, 0x00, 0x00, 0x00, 0x07, 0x14, 0x01, 0x08, 0x00, 0xe4, 0x0f, 0x00, 0xb9, 0x7a, 0x05, 0x00, 0x00,
|
||||
0x60, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xc4, 0x0f, 0x00, 0xa4, 0x72, 0x08, 0x04, 0x05, 0x00, 0x00, 0x00,
|
||||
0x3f, 0x02, 0x8e, 0x0f, 0x00, 0xe4, 0x0f, 0x00, 0xb9, 0x7a, 0x09, 0x00, 0x00, 0x61, 0x00, 0x00, 0x00, 0x08, 0x00,
|
||||
0x00, 0x00, 0xe4, 0x0f, 0x00, 0xa5, 0x72, 0x04, 0x07, 0x05, 0x00, 0x00, 0x00, 0x3f, 0x00, 0x8e, 0x0f, 0x00, 0xe4,
|
||||
0x0f, 0x00, 0xa4, 0x72, 0x07, 0x07, 0x09, 0x00, 0x00, 0x00, 0x08, 0x02, 0x8e, 0x0f, 0x00, 0xc8, 0x0f, 0x00, 0x90,
|
||||
0x72, 0x07, 0x05, 0x07, 0x00, 0x00, 0x00, 0x3f, 0xe0, 0xff, 0x0f, 0x00, 0xe2, 0x0f, 0x00, 0x88, 0x73, 0x00, 0x26,
|
||||
0x10, 0x00, 0x18, 0x00, 0x00, 0xcc, 0x00, 0x00, 0x00, 0xe8, 0x4f, 0x00, 0x88, 0x73, 0x00, 0x26, 0x1c, 0x00, 0x00,
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0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x23, 0xff, 0x00, 0x00, 0x80, 0x3f,
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0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x20, 0x18, 0x28, 0x28, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41,
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0x00, 0x00, 0xe4, 0x0f, 0x00, 0x20, 0x18, 0x2b, 0x2b, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xc4,
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0x0f, 0x00, 0x08, 0x13, 0x23, 0x00, 0x34, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe2, 0x01, 0x00, 0x21,
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0x22, 0x1e, 0x1e, 0x14, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x10, 0x08, 0x13, 0x48, 0x00,
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||||
0x28, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe2, 0x03, 0x00, 0x21, 0x22, 0x1a, 0x1a, 0x14, 0x00, 0x00,
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0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x10, 0x08, 0x13, 0x47, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x00, 0x08,
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0x00, 0x00, 0x00, 0xe2, 0x09, 0x00, 0x21, 0x22, 0x1b, 0x1b, 0x14, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00,
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0xe4, 0x0f, 0x10, 0x21, 0x22, 0x2d, 0x2d, 0x14, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x0f, 0x10,
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0x21, 0x22, 0x31, 0x31, 0x14, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x20, 0x28, 0x1e,
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0x1e, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xc4, 0x0f, 0x00, 0x20, 0x18, 0x34, 0x15, 0x3b, 0xaa,
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0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x1f, 0x00, 0x84, 0x79, 0x15, 0x16, 0x00, 0x80, 0x00, 0x00, 0x00,
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0x58, 0x00, 0x00, 0x00, 0x22, 0x0e, 0x00, 0x21, 0x22, 0x28, 0x17, 0x14, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00,
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0x10, 0x21, 0x22, 0x14, 0x30, 0x14, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74,
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0x2b, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xcc, 0x0f, 0x01, 0x08, 0x23, 0x2b, 0x00, 0x1e,
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||||
0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe4, 0x03, 0x00, 0x20, 0x28, 0x1e, 0x14, 0x3b, 0xaa, 0xb8, 0x3f,
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||||
0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x2f, 0x00, 0x84, 0x79, 0x14, 0x16, 0x00, 0xa0, 0x00, 0x00, 0x00, 0x58, 0x00,
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||||
0x00, 0x00, 0x62, 0x0e, 0x00, 0x20, 0x18, 0x19, 0x19, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4,
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||||
0x0f, 0x00, 0x24, 0x74, 0x22, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x20,
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||||
0x18, 0x18, 0x18, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x21, 0xff,
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||||
0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xc4, 0x0f, 0x00, 0x08, 0x13, 0x22, 0x00, 0x19, 0x00, 0x00,
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||||
0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe2, 0x09, 0x00, 0x20, 0x18, 0x37, 0x1d, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00,
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||||
0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x1d, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00,
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||||
0xe2, 0x0f, 0x00, 0x08, 0x13, 0x21, 0x00, 0x18, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe2, 0x01, 0x00,
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||||
0x20, 0x18, 0x2a, 0x2a, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xc8, 0x0f, 0x00, 0x08, 0x13, 0x1d,
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||||
0x00, 0x37, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x62, 0x0e, 0x00, 0x24, 0x74, 0x19, 0xff, 0x00, 0x00,
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||||
0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x01, 0x24, 0x74, 0x18, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff,
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||||
0x00, 0x8e, 0x07, 0x00, 0xc8, 0x1f, 0x00, 0x08, 0x13, 0x19, 0x00, 0x2a, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00,
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||||
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||||
0x00, 0x0b, 0x78, 0x00, 0x15, 0x00, 0x00, 0x80, 0xff, 0x00, 0xd0, 0xf3, 0x03, 0x00, 0xe2, 0x0f, 0x00, 0x20, 0x28,
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||||
0x30, 0x28, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x20, 0x28, 0x1a, 0x1a, 0x3b,
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||||
0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x20, 0x28, 0x1b, 0x1b, 0x3b, 0xaa, 0xb8, 0x3f,
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||||
0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x29, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e,
|
||||
0x07, 0x00, 0xc4, 0x0f, 0x00, 0x24, 0x74, 0x28, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4,
|
||||
0x0f, 0x00, 0x24, 0x74, 0x2a, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x1f, 0x00, 0x20,
|
||||
0x28, 0x17, 0x17, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x20, 0x28, 0x2d, 0x2d,
|
||||
0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x46, 0xff, 0x00, 0x00, 0x80,
|
||||
0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x3d, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00,
|
||||
0x8e, 0x07, 0x00, 0xc4, 0x0f, 0x00, 0x20, 0x28, 0x31, 0x31, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00,
|
||||
0xe4, 0x0f, 0x00, 0x24, 0x74, 0x3c, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00,
|
||||
0x24, 0x74, 0x3b, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x08, 0x23, 0x2a,
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||||
0x00, 0x30, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x22, 0x0e, 0x00, 0x08, 0x23, 0x29, 0x00, 0x1a, 0x00,
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||||
0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x08, 0x23, 0x28, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x00,
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||||
0x08, 0x00, 0x00, 0x00, 0x22, 0x0e, 0x00, 0x08, 0x23, 0x46, 0x00, 0x17, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00,
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||||
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||||
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||||
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||||
0x00, 0x80, 0xff, 0x00, 0xd0, 0xf5, 0x03, 0x00, 0xe2, 0x2f, 0x00, 0x21, 0x12, 0x1f, 0x1f, 0x15, 0x00, 0x00, 0x80,
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||||
0x00, 0x00, 0x01, 0x00, 0x00, 0xc4, 0x0f, 0x00, 0x21, 0x12, 0x2c, 0x2c, 0x15, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01,
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||||
0x00, 0x00, 0xe4, 0x0f, 0x10, 0x21, 0x12, 0x2e, 0x2e, 0x15, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4,
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||||
0x0f, 0x10, 0x21, 0x12, 0x2f, 0x2f, 0x15, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x0f, 0x10, 0x21,
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||||
0x12, 0x36, 0x36, 0x15, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x0f, 0x10, 0x21, 0x12, 0x35, 0x35,
|
||||
0x15, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x0f, 0x10, 0x21, 0x12, 0x38, 0x38, 0x15, 0x00, 0x00,
|
||||
0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xc4, 0x0f, 0x00, 0x21, 0x12, 0x15, 0x20, 0x15, 0x00, 0x00, 0x80, 0x00, 0x00,
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||||
0x01, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x20, 0x18, 0x17, 0x1f, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00,
|
||||
0xe4, 0x1f, 0x00, 0x24, 0x74, 0x1f, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00,
|
||||
0x20, 0x18, 0x15, 0x15, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x37,
|
||||
0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x08, 0x13, 0x1f, 0x00, 0x17, 0x00,
|
||||
0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe2, 0x01, 0x00, 0x21, 0x22, 0x27, 0x27, 0x14, 0x00, 0x00, 0x80, 0x00,
|
||||
0x00, 0x01, 0x00, 0x00, 0xc4, 0x0f, 0x00, 0x20, 0x18, 0x36, 0x36, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00,
|
||||
0x00, 0xe2, 0x0f, 0x00, 0x08, 0x13, 0x37, 0x00, 0x15, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe2, 0x03,
|
||||
0x00, 0x24, 0x74, 0x3a, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x20, 0x18,
|
||||
0x2e, 0x2e, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x1b, 0xff, 0x00,
|
||||
0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x24, 0x74, 0x20, 0xff, 0x00, 0x00, 0x80, 0x3f,
|
||||
0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x20, 0x18, 0x17, 0x38, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41,
|
||||
0x00, 0x00, 0xc4, 0x1f, 0x00, 0x24, 0x74, 0x38, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4,
|
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0x0f, 0x00, 0x20, 0x28, 0x15, 0x27, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xe4, 0x2f, 0x00, 0x21,
|
||||
0x22, 0x45, 0x45, 0x14, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x08, 0x13, 0x3a, 0x00,
|
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0x36, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe2, 0x01, 0x00, 0x08, 0x13, 0x38, 0x00, 0x17, 0x00, 0x00,
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|
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|
||||
0xe2, 0x05, 0x00, 0x24, 0x74, 0x36, 0xff, 0x00, 0x00, 0x80, 0x3f, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe4, 0x1f, 0x00,
|
||||
0x20, 0x28, 0x17, 0x45, 0x3b, 0xaa, 0xb8, 0x3f, 0x00, 0x00, 0x41, 0x00, 0x00, 0xc4, 0x2f, 0x00, 0x21, 0x72, 0x15,
|
||||
0x1d, 0x21, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x4f, 0x00, 0x21, 0x72, 0x2e, 0x23, 0x22, 0x00,
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0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x08, 0x23, 0x36, 0x00, 0x17, 0x00, 0x00, 0x00, 0x00,
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||||
0x08, 0x00, 0x00, 0x00, 0xe4, 0x09, 0x00, 0x21, 0x72, 0x15, 0x15, 0x2e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00,
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0x00, 0xe4, 0x0f, 0x00, 0x21, 0x72, 0x2e, 0x47, 0x48, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x0f,
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||||
0x00, 0x21, 0x72, 0x17, 0x18, 0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0xc8, 0x0f, 0x01, 0x21, 0x72,
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0x2e, 0x17, 0x2e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0xc8, 0x0f, 0x00, 0x21, 0x72, 0x15, 0x15, 0x2e,
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0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0xd0, 0x0f, 0x00, 0x89, 0x7f, 0x2e, 0x15, 0x00, 0x1f, 0x20, 0x0c,
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0x22, 0x49, 0x49, 0x14, 0x00, 0x00, 0x80, 0x00, 0x00, 0x01, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x21, 0x72, 0x2e, 0x15,
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0x2e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0xd0, 0x1f, 0x00, 0x89, 0x7f, 0x17, 0x2e, 0x00, 0x1f, 0x40,
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||||
0x0c, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x22, 0x0e, 0x00, 0x21, 0x22, 0x4b, 0x4b, 0x14, 0x00, 0x00, 0x80, 0x00, 0x00,
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|
||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00};
|
||||
unsigned int fused_multihead_attention_fp16_64_64_kernel_sm75_cu_o_len = 17000;
|
||||
|
||||
} // namespace bert
|
||||
} // namespace plugin
|
||||
} // namespace nvinfer1
|
||||
+903
@@ -0,0 +1,903 @@
|
||||
/*
|
||||
* SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
* SPDX-License-Identifier: Apache-2.0
|
||||
*
|
||||
* 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.
|
||||
*/
|
||||
|
||||
namespace nvinfer1::plugin::bert
|
||||
{
|
||||
unsigned char fused_multihead_attention_fp16_64_64_kernel_sm80_cu_o[] = {0x7f, 0x45, 0x4c, 0x46, 0x02, 0x01, 0x01, 0x33,
|
||||
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|
||||
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|
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0x3a, 0x00, 0x58, 0x00, 0x00, 0xff, 0xe0, 0xf3, 0x07, 0x00, 0xc4, 0x0f, 0x00, 0x10, 0x7a, 0x3e, 0x12, 0x00, 0x58,
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0x00, 0x00, 0x1f, 0xe0, 0xb5, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x10, 0x7a, 0x41, 0x13, 0x00, 0x59, 0x00, 0x00, 0xff,
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0xe4, 0x7f, 0x00, 0x00, 0xe2, 0x0f, 0x04, 0x81, 0xc9, 0x20, 0x3c, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x1d, 0x1e, 0x0c,
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||||
0x00, 0xa2, 0x0e, 0x00, 0x10, 0x7a, 0x3f, 0x13, 0x00, 0x59, 0x00, 0x00, 0x17, 0x64, 0x7e, 0x01, 0x00, 0xe4, 0x0f,
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||||
0x00, 0x0c, 0x78, 0x00, 0x24, 0xff, 0x01, 0x00, 0x00, 0x70, 0x42, 0xf6, 0x03, 0x00, 0xe4, 0x0f, 0x00, 0x10, 0x7a,
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||||
0x3b, 0x15, 0x00, 0x59, 0x00, 0x00, 0xff, 0xe4, 0xff, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x81, 0xe9, 0x08, 0x3e, 0x0a,
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||||
0x00, 0x00, 0x00, 0x00, 0x1d, 0x1e, 0x0c, 0x00, 0xe8, 0x0e, 0x00, 0x81, 0xd9, 0x04, 0x3a, 0x0a, 0x00, 0x00, 0x00,
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0x00, 0x1d, 0x1e, 0x0c, 0x00, 0x2c, 0x0f, 0x00, 0x81, 0xb9, 0x0c, 0x40, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x1d, 0x1e,
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||||
0x0c, 0x00, 0x22, 0x0f, 0x00, 0x19, 0x78, 0x13, 0xff, 0x1f, 0x00, 0x00, 0x00, 0x14, 0x14, 0x01, 0x00, 0x00, 0xe2,
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||||
0x0f, 0x00, 0x24, 0x7e, 0x15, 0xff, 0x04, 0x00, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x0f, 0x00, 0xc6, 0x0f, 0x00, 0x11,
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||||
0x72, 0x13, 0x13, 0x00, 0x00, 0x00, 0x00, 0xff, 0x18, 0x8f, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x25, 0x78, 0x10, 0x15,
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||||
0x80, 0x00, 0x00, 0x00, 0x10, 0x02, 0x8e, 0x07, 0x00, 0xc6, 0x0f, 0x00, 0x12, 0x78, 0x13, 0x13, 0xf8, 0xff, 0xff,
|
||||
0x0f, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xca, 0x0f, 0x00, 0x24, 0x78, 0x12, 0x00, 0x01, 0x00, 0x00, 0x00, 0x13, 0x0a,
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||||
0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x10, 0x7a, 0x10, 0x10, 0x00, 0x58, 0x00, 0x00, 0x03, 0xe0, 0xa3, 0x07, 0x00,
|
||||
0xe4, 0x0f, 0x00, 0x0c, 0x78, 0x00, 0x24, 0x00, 0x02, 0x00, 0x00, 0x70, 0x62, 0xf0, 0x03, 0x00, 0xe4, 0x0f, 0x00,
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||||
0x12, 0x72, 0x13, 0x12, 0x25, 0x00, 0x00, 0x00, 0xff, 0x3c, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x10, 0x7a, 0x11,
|
||||
0x11, 0x00, 0x59, 0x00, 0x00, 0x02, 0x44, 0xfe, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x12, 0x78, 0x14, 0x24, 0x40, 0x00,
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||||
0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x04, 0x12, 0x78, 0x15, 0x24, 0x07, 0x00, 0x00, 0x00, 0xff,
|
||||
0xc0, 0x8e, 0x07, 0x00, 0xc4, 0x0f, 0x00, 0x0c, 0x78, 0x00, 0x39, 0x40, 0x00, 0x00, 0x00, 0x70, 0x62, 0xf2, 0x03,
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||||
0x00, 0xe2, 0x0f, 0x00, 0x24, 0x78, 0x36, 0x00, 0x08, 0x00, 0x00, 0x00, 0x13, 0x02, 0x8e, 0x07, 0x00, 0xe2, 0x0f,
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||||
0x00, 0x10, 0x72, 0x12, 0x1f, 0x10, 0x00, 0x00, 0x00, 0xff, 0xe0, 0xf5, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x11, 0x72,
|
||||
0x19, 0x14, 0x15, 0x00, 0x00, 0x00, 0xff, 0xf0, 0x8f, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x12, 0x78, 0x15, 0x24, 0x0f,
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||||
0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x04, 0x12, 0x78, 0x16, 0x24, 0x20, 0x00, 0x00, 0x00,
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||||
0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x24, 0x78, 0x1b, 0x36, 0x10, 0x00, 0x00, 0x00, 0xff, 0x00, 0x8e,
|
||||
0x07, 0x00, 0xe2, 0x0f, 0x00, 0x12, 0x78, 0x14, 0x24, 0x10, 0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe2,
|
||||
0x0f, 0x00, 0x24, 0x78, 0x13, 0x17, 0x01, 0x00, 0x00, 0x00, 0x11, 0x06, 0x0e, 0x01, 0x00, 0xe2, 0x0f, 0x00, 0x11,
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||||
0x72, 0x16, 0x16, 0x15, 0x00, 0x00, 0x00, 0xff, 0xf8, 0x8f, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x24, 0x78, 0x15, 0x24,
|
||||
0x10, 0x00, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x11, 0x72, 0x1a, 0x14, 0x19, 0x00, 0x00,
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||||
0x00, 0xff, 0xf8, 0x8f, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0xae, 0x7f, 0x1b, 0x10, 0x00, 0x00, 0x00, 0x00, 0x4a, 0x1c,
|
||||
0x14, 0x0c, 0x00, 0xe2, 0x03, 0x00, 0x19, 0x78, 0x1d, 0xff, 0x03, 0x00, 0x00, 0x00, 0x24, 0x16, 0x01, 0x00, 0x00,
|
||||
0xc4, 0x0f, 0x00, 0x10, 0x72, 0x14, 0x12, 0x1f, 0x00, 0x00, 0x00, 0xff, 0xe0, 0xf5, 0x07, 0x00, 0xe2, 0x0f, 0x08,
|
||||
0xae, 0x7f, 0x1b, 0x12, 0x00, 0x00, 0x80, 0x00, 0x4a, 0x1c, 0x94, 0x0c, 0x00, 0xe2, 0x03, 0x00, 0x0c, 0x78, 0x00,
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||||
0x38, 0x40, 0x00, 0x00, 0x00, 0x70, 0x62, 0xf0, 0x03, 0x00, 0xe4, 0x0f, 0x00, 0x0c, 0x78, 0x00, 0x37, 0x40, 0x00,
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||||
0x00, 0x00, 0x70, 0x62, 0xf2, 0x03, 0x00, 0xe4, 0x0f, 0x00, 0x1a, 0x78, 0x1d, 0x1d, 0x01, 0x00, 0x00, 0x00, 0x00,
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||||
0x00, 0x00, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0x12, 0x78, 0x19, 0x15, 0x70, 0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07,
|
||||
0x00, 0xe2, 0x0f, 0x00, 0x24, 0x78, 0x15, 0x13, 0x01, 0x00, 0x00, 0x00, 0x17, 0x06, 0x0e, 0x01, 0x00, 0xe2, 0x0f,
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||||
0x00, 0x10, 0x72, 0x18, 0x14, 0x1f, 0x00, 0x00, 0x00, 0xff, 0xe0, 0xf5, 0x07, 0x00, 0xc4, 0x0f, 0x00, 0x12, 0x78,
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||||
0x1d, 0x1d, 0x07, 0x00, 0x00, 0x00, 0x24, 0x78, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x10, 0x12, 0x78, 0x43, 0x19, 0x10,
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||||
0x00, 0x00, 0x00, 0x24, 0x78, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x24, 0x78, 0x19, 0x15, 0x01, 0x00, 0x00, 0x00,
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||||
0x17, 0x06, 0x0e, 0x01, 0x00, 0xe2, 0x0f, 0x00, 0xae, 0x7f, 0x1b, 0x14, 0x00, 0x00, 0x00, 0x01, 0x4a, 0x1c, 0x14,
|
||||
0x0c, 0x00, 0xe2, 0x03, 0x00, 0x24, 0x78, 0x1a, 0x1a, 0x08, 0x00, 0x00, 0x00, 0x1d, 0x02, 0x8e, 0x07, 0x00, 0xe4,
|
||||
0x0f, 0x00, 0x24, 0x78, 0x43, 0x16, 0x80, 0x00, 0x00, 0x00, 0x43, 0x02, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0xae,
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||||
0x7f, 0x1b, 0x18, 0x00, 0x00, 0x80, 0x01, 0x4a, 0x1c, 0x94, 0x0c, 0x00, 0xe2, 0x03, 0x00, 0x24, 0x78, 0x46, 0x1a,
|
||||
0x10, 0x00, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xc6, 0x0f, 0x00, 0xaf, 0x79, 0x00, 0x00, 0x00, 0x00, 0x00,
|
||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x22, 0x0e, 0x00, 0x05, 0x78, 0x2a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff,
|
||||
0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x28, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00,
|
||||
0xe2, 0x0f, 0x00, 0x05, 0x78, 0x26, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00,
|
||||
0x05, 0x78, 0x2c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x2e,
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||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x30, 0x00, 0x00, 0x00,
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||||
0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x05, 0x78, 0x32, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
||||
0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x99, 0x78, 0x04, 0x3f, 0x1f, 0x00, 0x00, 0x00, 0x07, 0x14, 0x01, 0x08,
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||||
0x00, 0xe4, 0x0f, 0x00, 0xb9, 0x7a, 0x05, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe2, 0x0f,
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||||
0x00, 0x05, 0x78, 0x34, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0x01, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0xa4, 0x72,
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||||
0x08, 0x04, 0x05, 0x00, 0x00, 0x00, 0x3f, 0x02, 0x8e, 0x0f, 0x00, 0xc4, 0x0f, 0x00, 0xb9, 0x7a, 0x09, 0x00, 0x00,
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||||
0x61, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xe4, 0x0f, 0x00, 0xa5, 0x72, 0x04, 0x07, 0x05, 0x00, 0x00, 0x00,
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||||
0x3f, 0x00, 0x8e, 0x0f, 0x00, 0xe4, 0x0f, 0x00, 0xa4, 0x72, 0x07, 0x07, 0x09, 0x00, 0x00, 0x00, 0x08, 0x02, 0x8e,
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||||
0x0f, 0x00, 0xc8, 0x0f, 0x00, 0x90, 0x72, 0x07, 0x05, 0x07, 0x00, 0x00, 0x00, 0x3f, 0xe0, 0xff, 0x0f, 0x00, 0xe2,
|
||||
0x0f, 0x00, 0x12, 0x78, 0x42, 0x24, 0x0f, 0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x12,
|
||||
0x78, 0x48, 0x46, 0x40, 0x00, 0x00, 0x00, 0xff, 0x3c, 0x8e, 0x07, 0x00, 0xe4, 0x0f, 0x00, 0x12, 0x78, 0x47, 0x43,
|
||||
0x40, 0x00, 0x00, 0x00, 0xff, 0x3c, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x88, 0x73, 0x00, 0x36, 0x20, 0x00, 0x58,
|
||||
0x00, 0x00, 0xcc, 0x00, 0x00, 0x00, 0xe8, 0x4f, 0x00, 0x88, 0x73, 0x00, 0x36, 0x08, 0x00, 0x48, 0x00, 0x00, 0xcc,
|
||||
0x00, 0x00, 0x00, 0xe8, 0x8f, 0x00, 0x88, 0x73, 0x00, 0x36, 0x04, 0x00, 0x50, 0x00, 0x00, 0xcc, 0x00, 0x00, 0x00,
|
||||
0xe8, 0x0f, 0x01, 0x88, 0x73, 0x00, 0x36, 0x0c, 0x00, 0x40, 0x00, 0x00, 0xcc, 0x00, 0x00, 0x00, 0xe2, 0x0f, 0x00,
|
||||
0x1a, 0x79, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xc8, 0x0f, 0x00, 0x1d, 0x7b, 0x00,
|
||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xec, 0x0f, 0x00, 0x3b, 0x78, 0x1c, 0x43, 0x00, 0x00,
|
||||
0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xe8, 0x0f, 0x00, 0x3b, 0x78, 0x14, 0x46, 0x00, 0x00, 0x40, 0x00, 0x00,
|
||||
0x02, 0x00, 0x00, 0x00, 0x68, 0x2e, 0x00, 0x3b, 0x78, 0x10, 0x46, 0x00, 0x00, 0x50, 0x00, 0x00, 0x02, 0x00, 0x00,
|
||||
0x00, 0xa8, 0x0e, 0x00, 0x3b, 0x78, 0x18, 0x43, 0x00, 0x00, 0x10, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xe2, 0x0e,
|
||||
0x00, 0x12, 0x78, 0x20, 0x43, 0x20, 0x00, 0x00, 0x00, 0xff, 0x3c, 0x8e, 0x07, 0x00, 0xc4, 0x0f, 0x00, 0x12, 0x78,
|
||||
0x21, 0x46, 0x20, 0x00, 0x00, 0x00, 0xff, 0x3c, 0x8e, 0x07, 0x00, 0xc6, 0x0f, 0x00, 0x3b, 0x78, 0x0c, 0x20, 0x00,
|
||||
0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xe8, 0x0f, 0x00, 0x3b, 0x78, 0x08, 0x21, 0x00, 0x00, 0x40, 0x00,
|
||||
0x00, 0x02, 0x00, 0x00, 0x00, 0x28, 0x0f, 0x00, 0x3b, 0x78, 0x04, 0x21, 0x00, 0x00, 0x50, 0x00, 0x00, 0x02, 0x00,
|
||||
0x00, 0x00, 0xe2, 0x0f, 0x00, 0x3c, 0x72, 0x2a, 0x1c, 0x14, 0x00, 0x00, 0x00, 0x2a, 0x08, 0x00, 0x00, 0x00, 0xf0,
|
||||
0x2f, 0x04, 0x3c, 0x72, 0x28, 0x1c, 0x16, 0x00, 0x00, 0x00, 0x28, 0x08, 0x00, 0x00, 0x00, 0x70, 0x0f, 0x04, 0x3c,
|
||||
0x72, 0x26, 0x1c, 0x10, 0x00, 0x00, 0x00, 0x26, 0x08, 0x00, 0x00, 0x00, 0xf0, 0x4f, 0x04, 0x3c, 0x72, 0x2c, 0x1c,
|
||||
0x12, 0x00, 0x00, 0x00, 0x2c, 0x08, 0x00, 0x00, 0x00, 0xe4, 0x0b, 0x00, 0x3b, 0x78, 0x1c, 0x20, 0x00, 0x00, 0x10,
|
||||
0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x6c, 0x0e, 0x02, 0x3c, 0x72, 0x30, 0x18, 0x16, 0x00, 0x00, 0x00, 0x30, 0x08,
|
||||
0x00, 0x00, 0x00, 0x70, 0x8f, 0x04, 0x3c, 0x72, 0x2e, 0x18, 0x14, 0x00, 0x00, 0x00, 0x2e, 0x08, 0x00, 0x00, 0x00,
|
||||
0x70, 0x0f, 0x04, 0x3c, 0x72, 0x32, 0x18, 0x10, 0x00, 0x00, 0x00, 0x32, 0x08, 0x00, 0x00, 0x00, 0x70, 0x0f, 0x04,
|
||||
0x3c, 0x72, 0x34, 0x18, 0x12, 0x00, 0x00, 0x00, 0x34, 0x08, 0x00, 0x00, 0x00, 0x62, 0x0b, 0x00, 0x12, 0x78, 0x46,
|
||||
0x46, 0x60, 0x00, 0x00, 0x00, 0xff, 0x3c, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x00, 0x3b, 0x78, 0x20, 0x47, 0x00, 0x00,
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||||
0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xe8, 0x0f, 0x00, 0x3b, 0x78, 0x18, 0x48, 0x00, 0x00, 0x40, 0x00, 0x00,
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||||
0x02, 0x00, 0x00, 0x00, 0xa4, 0x0e, 0x02, 0x3c, 0x72, 0x28, 0x0c, 0x0a, 0x00, 0x00, 0x00, 0x28, 0x08, 0x00, 0x00,
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||||
0x00, 0xe4, 0x0f, 0x09, 0x3b, 0x78, 0x14, 0x48, 0x00, 0x00, 0x50, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xec, 0x0e,
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||||
0x00, 0x3c, 0x72, 0x30, 0x1c, 0x0a, 0x00, 0x00, 0x00, 0x30, 0x08, 0x00, 0x00, 0x00, 0xee, 0x2b, 0x00, 0x24, 0x78,
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||||
0x0a, 0x24, 0x10, 0x00, 0x00, 0x00, 0xff, 0x00, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x06, 0x3c, 0x72, 0x2a, 0x0c, 0x08,
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||||
0x00, 0x00, 0x00, 0x2a, 0x08, 0x00, 0x00, 0x00, 0x62, 0x0f, 0x00, 0x12, 0x78, 0x0b, 0x24, 0x20, 0x00, 0x00, 0x00,
|
||||
0xff, 0xc0, 0x8e, 0x07, 0x00, 0xce, 0x0f, 0x00, 0x3c, 0x72, 0x26, 0x0c, 0x04, 0x00, 0x00, 0x00, 0x26, 0x08, 0x00,
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||||
0x00, 0x00, 0x70, 0x0f, 0x04, 0x3c, 0x72, 0x2c, 0x0c, 0x06, 0x00, 0x00, 0x00, 0x2c, 0x08, 0x00, 0x00, 0x00, 0xee,
|
||||
0x0b, 0x00, 0x12, 0x78, 0x0d, 0x0a, 0x70, 0x00, 0x00, 0x00, 0xff, 0xc0, 0x8e, 0x07, 0x00, 0xe2, 0x0f, 0x02, 0x3c,
|
||||
0x72, 0x2e, 0x1c, 0x08, 0x00, 0x00, 0x00, 0x2e, 0x08, 0x00, 0x00, 0x00, 0xe6, 0x0b, 0x00, 0x12, 0x78, 0x0d, 0x0d,
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||||
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0x03, 0x00, 0xe2, 0x0f, 0x00, 0x32, 0x7a, 0x34, 0x34, 0x00, 0x68, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xe2,
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||||
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0x72, 0x38, 0x38, 0x27, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0xe4, 0x0f, 0x00, 0x08, 0x72, 0x1c, 0x1c,
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0x31, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0xe2, 0x0f, 0x00, 0x30, 0x72, 0x3c, 0xff, 0x35, 0x00, 0x00,
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|
||||
unsigned int fused_multihead_attention_fp16_64_64_kernel_sm80_cu_o_len = 16744;
|
||||
} // namespace nvinfer1::plugin::bert
|
||||
+14166
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+2723
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+20737
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+21362
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+24093
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+15203
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+23781
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+10567
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+6675
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@@ -0,0 +1,68 @@
|
||||
#
|
||||
# SPDX-FileCopyrightText: Copyright (c) 1993-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
||||
# SPDX-License-Identifier: Apache-2.0
|
||||
#
|
||||
# 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.
|
||||
#
|
||||
|
||||
# This folder contains a bunch of source files holding cubins. Since the files are huge, we only want to include and compile them if used.
|
||||
# Usage is indicated by the SM being set in CMAKE_CUDA_ARCHITECTURES.
|
||||
|
||||
function(add_plugin_source_if_exists)
|
||||
foreach(SRC_FILE IN LISTS ARGN)
|
||||
if(EXISTS ${CMAKE_CURRENT_LIST_DIR}/${SRC_FILE})
|
||||
add_plugin_source(${SRC_FILE})
|
||||
endif()
|
||||
endforeach()
|
||||
endfunction()
|
||||
|
||||
foreach(SM IN LISTS BERT_QKV_SUPPORTED_SMS)
|
||||
should_compile_kernel(${SM} SHOULD_COMPILE)
|
||||
if (${SHOULD_COMPILE})
|
||||
# Not every file exists for each SM, so we list all of the candidates and add them if present.
|
||||
add_plugin_source_if_exists(
|
||||
fused_multihead_attention_v2_fp16_64_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_fp16_96_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_fp16_128_32_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_fp16_128_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_fp16_256_32_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_fp16_256_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_fp16_384_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_fp16_512_32_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_fp16_512_64_kernel.sm${SM}.cpp
|
||||
|
||||
fused_multihead_attention_v2_il_int8_64_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_il_int8_96_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_il_int8_128_32_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_il_int8_128_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_il_int8_192_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_il_int8_256_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_il_int8_384_64_kernel.sm${SM}.cpp
|
||||
|
||||
fused_multihead_attention_v2_int8_64_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_int8_96_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_int8_128_32_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_int8_128_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_int8_192_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_int8_256_32_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_int8_256_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_int8_384_64_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_int8_512_32_kernel.sm${SM}.cpp
|
||||
fused_multihead_attention_v2_int8_512_64_kernel.sm${SM}.cpp
|
||||
)
|
||||
endif()
|
||||
endforeach()
|
||||
|
||||
add_plugin_source(
|
||||
fused_multihead_attention_v2.h
|
||||
)
|
||||
+1253
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+21521
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+17429
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+26452
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+16739
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+4169
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+3847
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+6107
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+25974
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+15045
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+17105
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+14944
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+14523
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+3671
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+3436
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+5424
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+22849
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+25317
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+23828
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+15048
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+2983
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+3800
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+6053
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+23041
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+36080
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+17542
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+15339
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+22932
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+23281
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+19360
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+21883
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+13705
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Some files were not shown because too many files have changed in this diff Show More
Reference in New Issue
Block a user