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!12178 [MSLITE]add example/test dir for micro

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From: @wangchengyuan
Reviewed-by: 
Signed-off-by:
pull/12178/MERGE
mindspore-ci-bot 4 years ago committed by Gitee
parent 20c61ad83e e1b72a9ac0
commit ab0010acfc
36 changed files with 417 additions and 94 deletions
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8
mindspore/lite/micro/CMakeLists.txt
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@ -1,5 +1,8 @@
cmake_minimum_required(VERSION 3.14)
project(micro)
option(BUILD_TESTCASES "if build testcase" on)
string(REPLACE "/mindspore/lite/micro" "" TOP_DIR ${CMAKE_CURRENT_SOURCE_DIR})
set(CMAKE_CXX_STANDARD 17)
include_directories(${CMAKE_BINARY_DIR})
@ -30,7 +33,7 @@ ms_build_flatbuffers_lite(FBS_FILES
"inner"
)
if("${CMAKE_BUILD_TYPE}" STREQUAL "Debug")
MESSAGE(" ******Micro Debug********")
MESSAGE("******Micro Debug********")
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -DDebug -g")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -DDebug -g")
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fvisibility=default")
@ -49,3 +52,6 @@ if(ENABLE_ASAN)
endif()
add_subdirectory(coder)
if(${BUILD_TESTCASES})
add_subdirectory(test)
endif()

104
mindspore/lite/micro/cmake/file_list.cmake
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@ -0,0 +1,104 @@
#### classify all .h .c .cc files to FILE_SET
set(CODER_SRC
${MICRO_DIR}/coder/coder.cc
${MICRO_DIR}/coder/coder_context.cc
${MICRO_DIR}/coder/coder_graph.cc
${MICRO_DIR}/coder/debug.cc
${MICRO_DIR}/coder/session_coder.cc
)
set(CODER_ALLOC_SRC
${MICRO_DIR}/coder/allocator/allocator.cc
${MICRO_DIR}/coder/allocator/memory_manager.cc
)
set(CODER_GENERATOR_SRC
${MICRO_DIR}/coder/generator/generator.cc
${MICRO_DIR}/coder/generator/inference/inference_generator.cc
${MICRO_DIR}/coder/generator/utils/generator_utils.cc
)
set(CODER_OPCODERS_SRC
${MICRO_DIR}/coder/opcoders/file_collector.cc
${MICRO_DIR}/coder/opcoders/op_coder.cc
${MICRO_DIR}/coder/opcoders/op_coder_builder.cc
${MICRO_DIR}/coder/opcoders/op_coder_register.cc
#### serializer
${MICRO_DIR}/coder/opcoders/serializers/nnacl_serializer/nnacl_fp32_serializer.cc
${MICRO_DIR}/coder/opcoders/serializers/nnacl_serializer/nnacl_int8_serializer.cc
#### base coder
${MICRO_DIR}/coder/opcoders/base/conv2d_base_coder.cc
${MICRO_DIR}/coder/opcoders/base/dtype_cast_coder.cc
${MICRO_DIR}/coder/opcoders/base/full_connection_base_coder.cc
${MICRO_DIR}/coder/opcoders/base/quant_dtype_cast_coder.cc
${MICRO_DIR}/coder/opcoders/base/reduce_base_coder.cc
${MICRO_DIR}/coder/opcoders/base/softmax_base_coder.cc
#### cmsis int8 coder
${MICRO_DIR}/coder/opcoders/cmsis-nn/int8/add_int8_coder.cc
${MICRO_DIR}/coder/opcoders/cmsis-nn/int8/conv2d_base_coder.cc
${MICRO_DIR}/coder/opcoders/cmsis-nn/int8/conv2d_int8_coder.cc
${MICRO_DIR}/coder/opcoders/cmsis-nn/int8/dwconv_int8_coder.cc
${MICRO_DIR}/coder/opcoders/cmsis-nn/int8/fullconnection_int8_coder.cc
${MICRO_DIR}/coder/opcoders/cmsis-nn/int8/mul_int8_coder.cc
${MICRO_DIR}/coder/opcoders/cmsis-nn/int8/pooling_int8_coder.cc
${MICRO_DIR}/coder/opcoders/cmsis-nn/int8/reshape_int8_coder.cc
${MICRO_DIR}/coder/opcoders/cmsis-nn/int8/softmax_int8_coder.cc
#### nnacl fp32 coder
${MICRO_DIR}/coder/opcoders/nnacl/fp32/activation_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/addn_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/arithmetic_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/arithmetic_self_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/assign_add_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/batchnorm_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/concat_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/expand_dims_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/gather_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/nchw2nhwc_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/nhwc2nchw_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/pad_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/pooling_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/power_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/reshape_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/scale_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/slice_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/squeeze_dims_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/tile_fp32_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/fp32/transpose_fp32_coder.cc
#### nnacl int8 coder
${MICRO_DIR}/coder/opcoders/nnacl/int8/concat_int8_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/int8/pooling_int8_coder.cc
${MICRO_DIR}/coder/opcoders/nnacl/int8/reshape_int8_coder.cc
)
set(CODER_UTILS_SRC
${MICRO_DIR}/coder/utils/coder_utils.cc
${MICRO_DIR}/coder/utils/dir_utils.cc
${MICRO_DIR}/coder/utils/print_utils.cc
)
set(PRIMITIVE_OP_SRC
${LITE_DIR}/src/ops/batch_norm.cc
${LITE_DIR}/src/ops/primitive_c.cc
${LITE_DIR}/src/ops/slice.cc
${LITE_DIR}/src/ops/while.cc
)
set(LITE_SRC
${PRIMITIVE_OP_SRC}
${LITE_DIR}/tools/common/flag_parser.cc
${LITE_DIR}/src/common/file_utils.cc
${LITE_DIR}/src/common/graph_util.cc
${LITE_DIR}/src/common/string_util.cc
${LITE_DIR}/src/runtime/allocator.cc
${LITE_DIR}/src/lite_model.cc
${LITE_DIR}/src/tensorlist.cc
${LITE_DIR}/src/tensor.cc
${LITE_DIR}/src/common/log_adapter.cc
${LITE_DIR}/nnacl/int8/quantize.c
${LITE_DIR}/nnacl/int8/pack_int8.c
${LITE_DIR}/nnacl/int8/matmul_int8.c
${LITE_DIR}/nnacl/int8/fixed_point.c
)
list(APPEND FILE_SET ${CODER_SRC} ${CODER_UTILS_SRC} ${CODER_OPCODERS_SRC} ${CODER_GENERATOR_SRC}
${CODER_ALLOC_SRC} ${LITE_SRC})

17
mindspore/lite/micro/cmake/package_android.cmake
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@ -0,0 +1,17 @@
option(MICRO_BUILD_ARM64 "build android arm64" OFF)
option(MICRO_BUILD_ARM32A "build android arm32" OFF)
if(MICRO_BUILD_ARM64 OR MICRO_BUILD_ARM32A)
add_compile_definitions(ENABLE_NEON)
add_compile_definitions(ENABLE_ARM)
endif()
if(MICRO_BUILD_ARM64)
add_compile_definitions(ENABLE_ARM64)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -march=armv8.2-a+dotprod")
endif()
if(MICRO_BUILD_ARM32A)
add_compile_definitions(ENABLE_ARM32)
add_definitions(-mfloat-abi=softfp -mfpu=neon)
endif()

32
mindspore/lite/micro/cmake/package_micro_ops.cmake
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@ -0,0 +1,32 @@
include_directories(${NNACL_DIR}/..)
set(CMSIS_SRC ${NNACL_DIR}/../micro/build/cmsis)
if(MICRO_CMSIS_X86)
message("*****build cmsis x86 codes****")
include_directories(${CMSIS_SRC}/CMSIS/Core/Include)
include_directories(${CMSIS_SRC}/CMSIS/DSP/Include)
include_directories(${CMSIS_SRC}/CMSIS/NN/Include)
file(GLOB RUNTIME_KERNEL_CMSIS_SRC
${CMSIS_SRC}/CMSIS/NN/Source/BasicMathFunctions/*.c
${CMSIS_SRC}/CMSIS/NN/Source/ActivationFunctions/*.c
${CMSIS_SRC}/CMSIS/NN/Source/ConcatenationFunctions/*.c
${CMSIS_SRC}/CMSIS/NN/Source/ConvolutionFunctions/*.c
${CMSIS_SRC}/CMSIS/NN/Source/FullyConnectedFunctions/*.c
${CMSIS_SRC}/CMSIS/NN/Source/NNSupportFunctions/*.c
${CMSIS_SRC}/CMSIS/NN/Source/PoolingFunctions/*.c
${CMSIS_SRC}/CMSIS/NN/Source/ReshapeFunctions/*.c
${CMSIS_SRC}/CMSIS/NN/Source/SoftmaxFunctions/*.c
)
endif()
########################### files ###########################
file(GLOB RUNTIME_KERNEL_SRC
${NNACL_DIR}/kernel/fp32/*.c
${NNACL_DIR}/kernel/int8/*.c
)
if(MICRO_CMSIS_X86)
set(RUNTIME_OPS ${RUNTIME_KERNEL_SRC} ${RUNTIME_TRAIN_SRC} ${RUNTIME_KERNEL_CMSIS_SRC})
else()
set(RUNTIME_OPS ${RUNTIME_KERNEL_SRC} ${RUNTIME_TRAIN_SRC})
endif()

89
mindspore/lite/micro/coder/CMakeLists.txt
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@ -1,4 +1,5 @@
set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} -Wl,--gc-sections ")
set(MICRO_DIR ${CMAKE_CURRENT_SOURCE_DIR}/..)
set(LITE_DIR ${CMAKE_CURRENT_SOURCE_DIR}/../..)
set(3RD_DIR ${TOP_DIR}/third_party)
set(NNACL_DIR ${LITE_DIR}/nnacl)
@ -6,7 +7,6 @@ set(NNACL_DIR ${LITE_DIR}/nnacl)
#include 3rd
include_directories(${3RD_DIR})
include_directories(${3RD_DIR}/flatbuffers/include)
include_directories(${3RD_DIR}/securec/include/)
#include ms
include_directories(${TOP_DIR}/)
include_directories(${LITE_DIR})
@ -16,91 +16,8 @@ include_directories(${TOP_DIR}/mindspore/core/)
include_directories(${CMAKE_CURRENT_SOURCE_DIR}/)
include_directories(${CMAKE_CURRENT_SOURCE_DIR}/../)
include_directories(${CMAKE_CURRENT_SOURCE_DIR}/utils)
file(GLOB_RECURSE PRIMITIVE_OP_SRC RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
${LITE_DIR}/src/ops/*.cc
)
set(LITE_SRC
${PRIMITIVE_OP_SRC}
${LITE_DIR}/tools/common/flag_parser.cc
${LITE_DIR}/src/common/file_utils.cc
${LITE_DIR}/src/common/graph_util.cc
${LITE_DIR}/src/common/string_util.cc
${LITE_DIR}/src/runtime/allocator.cc
${LITE_DIR}/src/lite_model.cc
${LITE_DIR}/src/tensorlist.cc
${LITE_DIR}/src/tensor.cc
${LITE_DIR}/src/common/log_adapter.cc
${NNACL_DIR}/int8/quantize.c
${NNACL_DIR}/int8/pack_int8.c
${NNACL_DIR}/int8/matmul_int8.c
${NNACL_DIR}/int8/fixed_point.c
)
file(GLOB_RECURSE MICRO_ALLOCATOR RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
allocator/*.cc
)
file(GLOB_RECURSE MICRO_GENERATOR RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
generator/*.cc
)
file(GLOB_RECURSE MICRO_OPCODERS_BASE RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
${CMAKE_CURRENT_SOURCE_DIR}/opcoders/base/*.cc
)
file(GLOB_RECURSE MICRO_OPCODERS_CMSIS_NN RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
${CMAKE_CURRENT_SOURCE_DIR}/opcoders/cmsis-nn/*.cc
)
file(GLOB_RECURSE MICRO_UTILS RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
utils/*.cc
)
set(MICRO_CODER_SRC
${CMAKE_CURRENT_SOURCE_DIR}/coder_context.cc
${CMAKE_CURRENT_SOURCE_DIR}/session_coder.cc
${CMAKE_CURRENT_SOURCE_DIR}/coder.cc
${CMAKE_CURRENT_SOURCE_DIR}/debug.cc
${CMAKE_CURRENT_SOURCE_DIR}/coder_graph.cc
${CMAKE_CURRENT_SOURCE_DIR}/opcoders/op_coder.cc
${CMAKE_CURRENT_SOURCE_DIR}/opcoders/op_coder_register.cc
${CMAKE_CURRENT_SOURCE_DIR}/opcoders/op_coder_builder.cc
${CMAKE_CURRENT_SOURCE_DIR}/opcoders/file_collector.cc
)
file(GLOB OPCODER_SRC_SERIALIZER ${CMAKE_CURRENT_SOURCE_DIR}
opcoders/serializers/nnacl_serializer/*.cc
)
file(GLOB_RECURSE OPCODER_SRC_FP32 RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
opcoders/nnacl/fp32/*.cc
)
file(GLOB_RECURSE OPCODER_SRC_INT8 RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
opcoders/nnacl/int8/*.cc
)
list(APPEND MICRO_CODER_SRC
${MICRO_ALLOCATOR}
${MICRO_GENERATOR}
${MICRO_OPCODERS_BASE}
${MICRO_OPCODERS_CMSIS_NN}
${OPCODER_SRC_SERIALIZER}
${OPCODER_SRC_FP32}
${OPCODER_SRC_INT8}
)
add_executable(codegen main.cc
${MICRO_UTILS}
${LITE_SRC}
${MICRO_CODER_SRC}
${MICRO_RUNTIME_SRC})
include(${MICRO_DIR}/cmake/file_list.cmake)
add_executable(codegen main.cc ${FILE_SET})
add_dependencies(codegen fbs_src)
add_dependencies(codegen fbs_inner_src)
target_link_libraries(codegen ${SECUREC_LIBRARY})

2
mindspore/lite/micro/coder/allocator/allocator.cc
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@ -65,11 +65,11 @@ void MemoryAllocator::Free() {
iter++;
}
}
malloc_weights_addr_.clear();
for (auto &item : allocated_) {
free(item);
item = nullptr;
}
malloc_weights_addr_.clear();
allocated_.clear();
}

4
mindspore/lite/micro/coder/opcoders/op_coder.h
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@ -26,8 +26,8 @@
#include "include/errorcode.h"
#include "src/lite_kernel.h"
#include "securec/include/securec.h"
#include "opcoders/op_coder_register.h"
#include "micro/coder/log.h"
#include "coder/opcoders/op_coder_register.h"
#include "coder/log.h"
namespace mindspore::lite::micro {
class CoderContext;
constexpr int kPrecision = 19;

2
mindspore/lite/micro/coder/opcoders/op_coder_register.cc
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@ -13,7 +13,7 @@
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#include "opcoders/op_coder_register.h"
#include "coder/opcoders/op_coder_register.h"
#include <utility>
namespace mindspore::lite::micro {

3
mindspore/lite/micro/coder/session_coder.cc
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@ -30,6 +30,8 @@
namespace mindspore::lite::micro {
CoderSession::CoderSession() { allocator_ = MemoryAllocator::GetInstance(); }
int CoderSession::InferShape() {
const Model *model = coder_graph_->model();
std::vector<lite::Tensor *> all_tensors = coder_graph_->all_tensors();
@ -178,7 +180,6 @@ int CoderSession::Init(const std::string &model_path) {
MS_CHECK_PTR(model);
coder_graph_ = std::make_unique<CoderGraph>(model);
coder_context_ = std::make_unique<CoderContext>();
allocator_ = MemoryAllocator::GetInstance();
allocator_->RecordRuntimeAddrs(coder_context_->input_name(), coder_context_->buffer_name(),
coder_context_->weight_name());
MS_LOG(INFO) << "CoderSession::Init done";

2
mindspore/lite/micro/coder/session_coder.h
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@ -30,7 +30,7 @@
namespace mindspore::lite::micro {
class CoderSession {
public:
CoderSession() = default;
CoderSession();
~CoderSession();

2
mindspore/lite/micro/coder/utils/dir_utils.cc
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@ -14,7 +14,7 @@
* limitations under the License.
*/
#include "utils/dir_utils.h"
#include "coder/utils/dir_utils.h"
#include <sys/stat.h>
#if defined(_WIN32) || defined(_WIN64)
#include <direct.h>

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mindspore/lite/micro/example/indirect/input.bin
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@ -0,0 +1 @@
€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€ƒ’’’þ/š&wÿ€€€€€€€€€€€€ž¤Þ*}}}}}a,}rCÀ€€€€€€€€€€€±n}}}}}}}}{ÝÒÒ¸§€€€€€€€€€€€€’[}}}}}F6wq€€€€€€€€€€€€€€€€€€Ðë}}M‹€«€€€€€€€€€€€€€€€€€€€Ž<E282AC>}Ú€€€€€€€€€€€€€€€€€€€€€€€€€ }>‚€€€€€€€€€€€€€€€€€€€€€€€€‹>}Æ€€€€€€€€€€€€€€€€€€€€€€€€€£qa ì<>€€€€€€€€€€€€€€€€€€€€€€€Ñp}}÷™€€€€€€€€€€€€€€€€€€€€€€€­:}}›€€€€€€€€€€€€€€€€€€€€€€€<E282AC>Ý|};€€€€€€€€€€€€€€€€€€€€€€€€€y}yÀ€€€€€€€€€€€€€€€€€€€€€®7}}O‚€€€€€€€€€€€€€€€€€€€§e}}}z6€€€€€€€€€€€€€€€€€€˜ò]}}}}I΀€€€€€€€€€€€€€€€€—ÂU}}}}FÑ‚€€€€€€€€€€€€€€€€’+[}}}}CЉ€€€€€€€€€€€€€€€€·,b}}}}t‹€€€€€€€€€€€€€€€€€€}}}T<04>€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€€

11
mindspore/lite/micro/example/micro_speech/Softmax-3.out
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@ -0,0 +1,11 @@
Node:Softmax-3
input Tensor:micro_speech_B+0
input 1, 4,
input type:DT_INT8, format:NHWC, elementSize: 4
input Data:
-50, -5, 121, -4
output Tensor:micro_speech_B+8
output 1, 4,
output type:DT_INT8, format:NHWC, elementSize: 4
output Data:
-128, -128, 127, -128

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mindspore/lite/micro/example/mnist/Softmax-6.out
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@ -0,0 +1,11 @@
Node:Softmax-6
input Tensor:mnist_B+80
input 1, 10,
input type:DT_FLOAT, format:NHWC, elementSize: 10
input Data:
-10.730524063110352, -13.112776756286621, 32.735519409179688, 47.881549835205078, -16.125642776489258, 37.780338287353516, -19.876976013183594, -9.985114097595215, 23.401361465454102, 2.130389
output Tensor:mnist_B+0
output 1, 10,
output type:DT_FLOAT, format:NHWC, elementSize: 10
output Data:
0.000000000000000, 0.000000000000000, 0.000000264328889, 0.999958753585815, 0.000000000000000, 0.000041028124542, 0.000000000000000, 0.000000000000000, 0.000000000023355, 0.000000

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mindspore/lite/micro/example/mobilenetv1/Softmax-9.out
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@ -0,0 +1,11 @@
Node:Softmax-9
input Tensor:mobilenet_B+2304
input 1, 10,
input type:DT_FLOAT, format:NHWC, elementSize: 10
input Data:
-29.386697769165039, -21.845693588256836, -2.055268287658691, -3.034832000732422, -35.736465454101562, -7.437396526336670, -28.077632904052734, -9.304884910583496, -3.867517471313477, -24.168812
output Tensor:mobilenet_B+0
output 1, 10,
output type:DT_FLOAT, format:NHWC, elementSize: 10
output Data:
0.000000000000874, 0.000000001646118, 0.647639095783234, 0.243172198534012, 0.000000000000002, 0.002977861091495, 0.000000000003236, 0.000460113020381, 0.105750694870949, 0.000000

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mindspore/lite/micro/example/mobilenetv1_quant/Softmax-30.out
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@ -0,0 +1,55 @@
Node:Softmax-30
input Tensor:mobilenetv1_quant_B+1008
input 1, 1001,
input type:DT_INT8, format:NHWC, elementSize: 1001
input Data:
-69, -65, -60, -67, -74, -63, -61, -72, -64, -63, -56, -60, -65, -67, -64, -68, -59, -60, -62, -63, -68, -65, -46, -47, -58, -62, -63, -64, -64, -57, -68, -66, -68, -70, -70, -62, -79, -63, -69, -55, -71, -67, -64, -62, -62,
-66, -68, -61, -68, -76, -72, -65, -60, -59, -64, -71, -71, -63, -67, -72, -60, -67, -70, -70, -60, -58, -66, -64, -71, -66, -66, -63, -53, -67, -57, -69, -57, -69, -63, -47, -58, -61, -60, -61, -63, -69, -67, -64, -67, -59,
-58, -59, -56, -54, -62, -64, -64, -57, -68, -63, -62, -71, -70, -69, -58, -69, -73, -71, -64, -61, -70, -66, -52, -61, -59, -65, -70, -65, -60, -68, -69, -69, -69, -68, -71, -70, -73, -59, -58, -52, -58, -69, -71, -68, -58,
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-64, -54, -74, -72, -76, -74, -72, -68, -76, -58, -58
output Tensor:mobilenetv1_quant_B+0
output 1, 1001,
output type:DT_INT8, format:NHWC, elementSize: 1001
output Data:
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BIN
mindspore/lite/micro/example/mobilenetv1_quant/mobilenet_v1_1.0_224_quant.tflite
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