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[DeepLearning/Models] Add MobileNet-V3 model-level benchmark (#131)
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| Original file line number | Diff line number | Diff line change |
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| @@ -1 +1,2 @@ | ||
| add_subdirectory(Models) | ||
| add_subdirectory(Ops) |
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1 @@ | ||
| add_subdirectory(MobileNet-V3) |
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| # model params file | ||
| arg0.data | ||
| arg1.data | ||
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| # model mlir file | ||
| forward.mlir | ||
| subgraph0.mlir |
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benchmarks/DeepLearning/Models/MobileNet-V3/CMakeLists.txt
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| add_custom_command( | ||
| OUTPUT | ||
| ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/forward.mlir | ||
| ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/subgraph0.mlir | ||
| COMMAND python3 ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/buddy_mobilenetv3_import.py | ||
| COMMENT "Generating forward.mlir, subgraph0.mlir" | ||
| ) | ||
|
|
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| add_custom_command( | ||
| OUTPUT forward_auto_vectorization.o | ||
| COMMAND cat ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/forward.mlir | | ||
| sed -e {s/@forward/@forward_auto_vectorization/} -e {s/@subgraph0/@subgraph0_auto_vectorization/} | | ||
| ${LLVM_MLIR_BINARY_DIR}/mlir-opt | ||
| -pass-pipeline | ||
| "builtin.module(func.func(tosa-to-linalg-named, tosa-to-linalg, tosa-to-tensor, tosa-to-arith), \ | ||
| empty-tensor-to-alloc-tensor, convert-elementwise-to-linalg, arith-bufferize, \ | ||
| func.func(linalg-bufferize, tensor-bufferize), func-bufferize)" | | ||
| ${LLVM_MLIR_BINARY_DIR}/mlir-opt | ||
| -pass-pipeline | ||
| "builtin.module(func.func(buffer-deallocation-simplification, convert-linalg-to-loops), \ | ||
| eliminate-empty-tensors, func.func(llvm-request-c-wrappers), \ | ||
| convert-math-to-llvm, convert-math-to-libm, convert-scf-to-cf, \ | ||
| convert-arith-to-llvm, expand-strided-metadata, finalize-memref-to-llvm, \ | ||
| convert-func-to-llvm, reconcile-unrealized-casts)" | | ||
| ${LLVM_MLIR_BINARY_DIR}/mlir-translate -mlir-to-llvmir | | ||
| ${LLVM_MLIR_BINARY_DIR}/llvm-as | | ||
| ${LLVM_MLIR_BINARY_DIR}/llc -O3 -mtriple=${BUDDY_OPT_TRIPLE} | ||
| -mattr=${BUDDY_OPT_ATTR} -filetype=obj | ||
| -o ${BUDDY_BINARY_DIR}/../benchmarks/DeepLearning/Models/MobileNet-V3/forward_auto_vectorization.o | ||
| DEPENDS ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/forward.mlir | ||
| COMMENT "Building forward_auto_vectorization.o" | ||
| VERBATIM) | ||
|
|
||
| add_custom_command( | ||
| OUTPUT subgraph0_auto_vectorization.o | ||
| COMMAND cat ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/subgraph0.mlir | | ||
| sed -e {s/@subgraph0/@subgraph0_auto_vectorization/} | | ||
| ${BUDDY_MLIR_BINARY_DIR}/buddy-opt | ||
| -pass-pipeline | ||
| "builtin.module(func.func(tosa-to-linalg-named, tosa-to-arith, tosa-to-linalg, tosa-to-tensor))" | | ||
| ${BUDDY_MLIR_BINARY_DIR}/buddy-opt | ||
| -convert-elementwise-to-linalg | ||
| -func-bufferize-dynamic-offset | ||
| -arith-bufferize | ||
| -func-bufferize | ||
| -tensor-bufferize | ||
| -linalg-bufferize | ||
| -finalizing-bufferize | ||
| -convert-linalg-to-loops | ||
| -lower-affine | ||
| -convert-scf-to-cf | ||
| -llvm-request-c-wrappers | ||
| -convert-math-to-llvm | ||
| -convert-math-to-libm | ||
| -convert-arith-to-llvm | ||
| -convert-func-to-llvm | ||
| -expand-strided-metadata | ||
| -finalize-memref-to-llvm | ||
| -reconcile-unrealized-casts | | ||
| ${LLVM_MLIR_BINARY_DIR}/mlir-translate -mlir-to-llvmir | | ||
| ${LLVM_MLIR_BINARY_DIR}/llvm-as | | ||
| ${LLVM_MLIR_BINARY_DIR}/llc -O3 -mtriple=${BUDDY_OPT_TRIPLE} | ||
| -mattr=${BUDDY_OPT_ATTR} -filetype=obj | ||
| -o ${BUDDY_BINARY_DIR}/../benchmarks/DeepLearning/Models/MobileNet-V3/subgraph0_auto_vectorization.o | ||
| DEPENDS ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/subgraph0.mlir | ||
| ${BUDDY_MLIR_BINARY_DIR}/buddy-opt | ||
| COMMENT "Building subgraph0_auto_vectorization.o" | ||
| VERBATIM) | ||
|
|
||
| add_custom_command( | ||
| OUTPUT forward_vectorization.o | ||
| COMMAND cat ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/forward.mlir | | ||
| sed -e {s/@forward/@forward_vectorization/} -e {s/@subgraph0/@subgraph0_vectorization/} | | ||
| ${LLVM_MLIR_BINARY_DIR}/mlir-opt | ||
| -pass-pipeline | ||
| "builtin.module(func.func(tosa-to-linalg-named, tosa-to-linalg, tosa-to-tensor, tosa-to-arith), \ | ||
| empty-tensor-to-alloc-tensor, convert-elementwise-to-linalg, arith-bufferize, \ | ||
| func.func(linalg-bufferize, tensor-bufferize), func-bufferize)" | | ||
| ${LLVM_MLIR_BINARY_DIR}/mlir-opt | ||
| -pass-pipeline | ||
| "builtin.module(func.func(buffer-deallocation-simplification, convert-linalg-to-loops), \ | ||
| eliminate-empty-tensors, func.func(llvm-request-c-wrappers), \ | ||
| convert-math-to-llvm, convert-math-to-libm, convert-scf-to-cf, \ | ||
| convert-arith-to-llvm, expand-strided-metadata, finalize-memref-to-llvm, \ | ||
| convert-func-to-llvm, reconcile-unrealized-casts)" | | ||
| ${LLVM_MLIR_BINARY_DIR}/mlir-translate -mlir-to-llvmir | | ||
| ${LLVM_MLIR_BINARY_DIR}/llvm-as | | ||
| ${LLVM_MLIR_BINARY_DIR}/llc -O3 -mtriple=${BUDDY_OPT_TRIPLE} | ||
| -mattr=${BUDDY_OPT_ATTR} -filetype=obj | ||
| -o ${BUDDY_BINARY_DIR}/../benchmarks/DeepLearning/Models/MobileNet-V3/forward_vectorization.o | ||
| DEPENDS ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/forward.mlir | ||
| COMMENT "Building forward_vectorization.o" | ||
| VERBATIM) | ||
|
|
||
| add_custom_command( | ||
| OUTPUT subgraph0_vectorization.o | ||
| COMMAND cat ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/subgraph0.mlir | | ||
| sed -e {s/@subgraph0/@subgraph0_vectorization/} | | ||
| ${BUDDY_MLIR_BINARY_DIR}/buddy-opt | ||
| -pass-pipeline | ||
| "builtin.module(func.func(tosa-to-linalg-named, tosa-to-arith, tosa-to-linalg, tosa-to-tensor))" | | ||
| ${BUDDY_MLIR_BINARY_DIR}/buddy-opt | ||
| -convert-elementwise-to-linalg | ||
| -func-bufferize-dynamic-offset | ||
| -arith-bufferize | ||
| -func-bufferize | ||
| -tensor-bufferize | ||
| -linalg-bufferize | ||
| -finalizing-bufferize | ||
| -batchmatmul-optimize | ||
| -convert-linalg-to-affine-loops | ||
| -lower-affine | ||
| -convert-vector-to-scf | ||
| -convert-scf-to-cf | ||
| -llvm-request-c-wrappers | ||
| -convert-vector-to-llvm | ||
| -convert-math-to-llvm | ||
| -convert-math-to-libm | ||
| -convert-arith-to-llvm | ||
| -convert-func-to-llvm | ||
| -expand-strided-metadata | ||
| -finalize-memref-to-llvm | ||
| -reconcile-unrealized-casts | | ||
| ${LLVM_MLIR_BINARY_DIR}/mlir-translate -mlir-to-llvmir | | ||
| ${LLVM_MLIR_BINARY_DIR}/llvm-as | | ||
| ${LLVM_MLIR_BINARY_DIR}/llc -O3 -mtriple=${BUDDY_OPT_TRIPLE} | ||
| -mattr=${BUDDY_OPT_ATTR} -filetype=obj | ||
| -o ${BUDDY_BINARY_DIR}/../benchmarks/DeepLearning/Models/MobileNet-V3/subgraph0_vectorization.o | ||
| DEPENDS ${BUDDY_BENCHMARK_DEEP_LEARNING_DIR}/Models/MobileNet-V3/subgraph0.mlir | ||
| ${BUDDY_MLIR_BINARY_DIR}/buddy-opt | ||
| COMMENT "Building subgraph0_vectorization.o" | ||
| VERBATIM) | ||
|
|
||
| add_library(MOBILENETV3_AUTO_VECTORIZATION STATIC subgraph0_auto_vectorization.o forward_auto_vectorization.o) | ||
| set_target_properties(MOBILENETV3_AUTO_VECTORIZATION PROPERTIES LINKER_LANGUAGE CXX) | ||
|
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| add_library(MOBILENETV3_VECTORIZATION STATIC subgraph0_vectorization.o forward_vectorization.o) | ||
| set_target_properties(MOBILENETV3_VECTORIZATION PROPERTIES LINKER_LANGUAGE CXX) | ||
|
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| add_executable(dl-model-mobileNetV3-benchmark | ||
| GoogleBenchmarkMain.cpp | ||
| ) | ||
|
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||
| set_target_properties(dl-model-mobileNetV3-benchmark PROPERTIES | ||
| LINK_FLAGS "-static" | ||
| ) | ||
|
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| set(BenchmarkTool GoogleBenchmark) | ||
|
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||
| if(CROSS_COMPILE_RVV) | ||
| set(BUDDY_LIB_DIR ${BUDDY_MLIR_CROSS_LIB_DIR}) | ||
| else() | ||
| set(BUDDY_LIB_DIR ${BUDDY_MLIR_LIB_DIR}) | ||
| endif() | ||
|
|
||
| target_link_libraries(dl-model-mobileNetV3-benchmark | ||
| ${BenchmarkTool} | ||
| MOBILENETV3_AUTO_VECTORIZATION | ||
| MOBILENETV3_VECTORIZATION | ||
| ${BUDDY_LIB_DIR}/libStaticMLIRCRunnerUtils.a | ||
| ) |
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