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

From: @wangchengyuan
Reviewed-by: 
Signed-off-by:

mindspore/lite/micro/CMakeLists.txt

@@ -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()

mindspore/lite/micro/cmake/file_list.cmake

@@ -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})

mindspore/lite/micro/cmake/package_android.cmake

@@ -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()

mindspore/lite/micro/cmake/package_micro_ops.cmake

@@ -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()
+

mindspore/lite/micro/coder/CMakeLists.txt

@@ -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})

mindspore/lite/micro/coder/allocator/allocator.cc

@@ -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();
 }
 

mindspore/lite/micro/coder/opcoders/op_coder.h

@@ -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;

mindspore/lite/micro/coder/opcoders/op_coder_register.cc

@@ -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 {
 

mindspore/lite/micro/coder/session_coder.cc

@@ -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";

mindspore/lite/micro/coder/session_coder.h

@@ -30,7 +30,7 @@
 namespace mindspore::lite::micro {
 class CoderSession {
  public:
-  CoderSession() = default;
+  CoderSession();
 
   ~CoderSession();
 

mindspore/lite/micro/coder/utils/dir_utils.cc

@@ -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>

mindspore/lite/micro/example/indirect/input.bin

@@ -0,0 +1 @@
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mindspore/lite/micro/example/micro_speech/Softmax-3.out

@@ -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

mindspore/lite/micro/example/mnist/Softmax-6.out

@@ -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

mindspore/lite/micro/example/mobilenetv1/Softmax-9.out

@@ -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

mindspore/lite/micro/example/mobilenetv1_quant/Softmax-30.out

@@ -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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mindspore/lite/micro/example/mobilenetv2_quant/Reshape-64.out

@@ -0,0 +1,55 @@
+Node:Reshape-64
+input Tensor:mobilenetv2_quant_B+1280
+input 1, 1, 1, 1001, 
+input type:DT_INT8, format:NHWC, elementSize: 1001
+input Data:
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+ -58, -58, -73, -61, -66, -91, -64, -76, -57, -74, -55, -46, -78, -71, -43, -22, -37, -32, -70, -72, -43, -51, -68, -69, -71, -83, -66, -82, -65, -94, -68, -72, -83, -76, -89, -63, -85, -69, -86, -81, -64, -72, -80, -64, -62,
+ -54, -94, -84, -44, -79, -65, -71, -72, -59, -62, -87, -62, -76, -93, -62, -69, -66, -84, -66, -64, -62, -46, -50, -85, -78, -79, -54, -70, -69, -57, -53, -80, -85, -65, -68, -80, -62, -32, -71, -76, -58, -76, -44, -88, -60,
+ -68, -58, -57, -49, -53, -75, -63, -98, -72, -53, -82, -50, -63, -72, -53, -68, -49, -57, -45, -63, -92, -73, -53, -74, -82, -64, -69, -57, -53, -72, -43, -56, -92, -71, -62, -91, -74, -64, -75, -84, -65, -58, -69, -91, -63,
+ -66, -70, -90, -31, -59, -50, -58, -65, -73, -43, -72, -60, -58, -64, -74, -85, -80, -68, -64, -53, -60, -74, -83, -85, -86, -48, -67, -58, -37, -78, -27, -60, -59, -69, -73, -51, -87, -66, -85, -75, -34, -35, -71, -86, -66,
+ -91, -62, -58, -79, -84, -70, -57, -89, -85, -34, -49, -84, -77, -75, -90, -50, -51, -65, -72, -52, -89, -78, -60, -81, -84, -65, -69, -67, -58, -67, -75, -57, -52, -68, -54, -16, -51, -49, -77, -64, -65, -56, -55, -38, -48,
+ -62, -63, -79, -80, -51, -72, -73, -57, -71, -59, -86, -86, -67, -86, -63, -67, -54, -83, -47, -70, -76, -77, -68, -89, -70, -12, -76, -70, -59, -44, -67, -16, -80, -89, -67, -69, -90, -76, -31, -49, -70, -89, -57, -58, -31,
+ -48, -59, -86, -83, -84, -31, -40, -88, -30, -43, -84, -59, -40, -68, -59, -80, -85, -67, -69, -73, -65, -57, -78, -80, -96, -82, -82, -71, -87, -76, -67, -85, -79, -74, -72, -87, -78, -58, -36, -64, -75, -97, -75, -90, -77,
+ -76, -56, -63, -72, -57, -56, -62, -64, -57, -60, -60, -68, -71, -84, -43, -71, -86, -65, -79, -84, -81, -100, -48, -63, -48, -68, -84, -15, -47, -49, -62, -65, -61, -49, -46, -71, -45, -46, -80, -48, -39, -50, -71, -67, -63,
+ -65, -74, -62, -72, -72, -88, -82, -69, -85, -73, -31
+output Tensor:mobilenetv2_quant_B+0
+output 1, 1001, 
+output type:DT_INT8, format:NHWC, elementSize: 1001
+output Data:
+ -77, -76, -60, -50, -50, -40, -53, -41, -60, -67, -77, -72, -65, -73, -62, -67, -72, -57, -71, -55, -74, -69, -79, -72, -63, -75, -55, -65, -62, -69, -68, -59, -59, -79, -64, -48, -63, -55, -71, -67, -56, -64, -64, -56, -71,
+ -59, -72, -36, -81, -63, -73, -61, -84, -64, -68, -75, -61, -77, -71, -64, -61, -46, -82, -73, -83, -85, -62, -75, -68, -54, -61, -56, -45, -60, -50, -68, -53, -72, -52, -67, -49, -73, -57, -71, -79, -51, -61, -72, -81, -60,
+ -60, -68, -79, -56, -60, -48, -79, -69, -59, -71, -54, -58, -67, -75, -76, -82, -75, -75, -41, -45, -49, -60, -37, -53, -36, -49, -65, -76, -58, -73, -66, -58, -75, -76, -77, -78, -60, -74, -66, -76, -60, -72, -62, -58, -64,
+ -65, -66, -54, -60, -74, -69, -75, -58, -71, -60, -77, -65, -72, -78, -67, -69, -77, -77, -87, -68, -75, -63, -76, -73, -69, -61, -93, -70, -64, -76, -61, -73, -67, -76, -77, -75, -73, -66, -59, -71, -76, -71, -83, -75, -55,
+ -67, -69, -75, -69, -66, -58, -63, -74, -72, -77, -72, -59, -69, -74, -65, -76, -61, -64, -80, -83, -58, -64, -61, -65, -49, -65, -77, -72, -66, -59, -65, -70, -69, -69, -72, -91, -77, -80, -76, -72, -53, -82, -76, -80, -76,
+ -63, -78, -92, -79, -82, -53, -58, -70, -72, -78, -63, -72, -56, -81, -77, -70, -70, -71, -51, -73, -90, -65, -68, -78, -59, -70, -72, -61, -80, -69, -73, -81, -81, -70, -74, -76, -56, -62, -91, -71, -64, -69, -71, -63, -84,
+ -80, -74, -87, -75, -80, -71, -82, -71, -74, -73, -76, -64, -55, -67, -71, -68, -56, -90, -76, -82, -71, -81, -77, -78, -70, -71, -66, -50, -71, -75, -69, -67, -36, -60, -79, -58, -45, -64, -55, -41, -66, -28, -60, -64, -55,
+ -63, -49, -53, -49, -55, -65, -60, -75, -69, -76, -63, -74, -69, -44, -49, -65, -62, -59, -78, -66, -76, -69, -76, -76, -75, -80, -68, -80, -86, -86, -68, -75, -77, -77, -79, -76, -84, -85, -72, -67, -71, -89, -70, -69, -75,
+ -70, -85, -65, -62, -59, -81, -73, -56, -54, -79, -85, -70, -77, -72, -62, -74, -75, -87, -87, -69, -80, -75, -71, -79, -80, -85, -64, -66, -83, -84, -66, -60, -56, -75, -67, -85, -61, -60, -62, -79, -57, -73, -62, -54, -72,
+ -85, -74, -92, -71, -82, -55, -86, -69, -57, -65, -71, -86, -59, -54, -44, -69, -73, -35, -76, -85, -89, -57, -53, -61, -55, -50, -63, -81, -71, -67, -45, -70, -65, -44, -89, -82, -36, -44, -96, -68, -89, -71, -57, -65, -65,
+ -75, -98, -89, -78, -68, -74, -48, -78, -59, -55, -62, -54, -73, -53, -37, -80, -79, -79, -76, -64, -70, -68, -82, -57, -73, -53, -58, -88, -96, -59, -52, -58, -59, -67, -58, -59, -58, -76, -86, -36, -56, -42, -72, -70, -78,
+ -67, -69, -63, -59, -63, -68, -78, -56, -61, -68, -66, -56, -45, -59, -61, -88, -70, -88, -72, -75, -72, -73, -85, -60, -82, -62, -74, -85, -64, -75, -55, -75, -85, -73, -56, -67, -43, -66, -83, -65, -70, -79, -66, -70, -57,
+ -24, -77, -71, -66, -66, -86, -57, -81, -77, -87, -44, -85, -67, -55, -76, -76, -78, -75, -74, -83, -49, -61, -70, -25, -52, -74, -77, -64, -72, -73, -73, -53, -83, -69, -68, -22, -79, -80, -73, -64, -61, -58, -61, -79, -62,
+ -98, -55, -91, -52, -74, -74, -82, -56, -70, -70, -73, -60, -53, -84, -76, -51, -51, -78, -62, -82, -48, -68, -57, -58, -59, -73, -71, -68, -92, -72, -67, -72, -38, -69, -62, -32, -63, -63, -37, -65, -76, -84, -28, -88, -67,
+ -58, -58, -73, -61, -66, -91, -64, -76, -57, -74, -55, -46, -78, -71, -43, -22, -37, -32, -70, -72, -43, -51, -68, -69, -71, -83, -66, -82, -65, -94, -68, -72, -83, -76, -89, -63, -85, -69, -86, -81, -64, -72, -80, -64, -62,
+ -54, -94, -84, -44, -79, -65, -71, -72, -59, -62, -87, -62, -76, -93, -62, -69, -66, -84, -66, -64, -62, -46, -50, -85, -78, -79, -54, -70, -69, -57, -53, -80, -85, -65, -68, -80, -62, -32, -71, -76, -58, -76, -44, -88, -60,
+ -68, -58, -57, -49, -53, -75, -63, -98, -72, -53, -82, -50, -63, -72, -53, -68, -49, -57, -45, -63, -92, -73, -53, -74, -82, -64, -69, -57, -53, -72, -43, -56, -92, -71, -62, -91, -74, -64, -75, -84, -65, -58, -69, -91, -63,
+ -66, -70, -90, -31, -59, -50, -58, -65, -73, -43, -72, -60, -58, -64, -74, -85, -80, -68, -64, -53, -60, -74, -83, -85, -86, -48, -67, -58, -37, -78, -27, -60, -59, -69, -73, -51, -87, -66, -85, -75, -34, -35, -71, -86, -66,
+ -91, -62, -58, -79, -84, -70, -57, -89, -85, -34, -49, -84, -77, -75, -90, -50, -51, -65, -72, -52, -89, -78, -60, -81, -84, -65, -69, -67, -58, -67, -75, -57, -52, -68, -54, -16, -51, -49, -77, -64, -65, -56, -55, -38, -48,
+ -62, -63, -79, -80, -51, -72, -73, -57, -71, -59, -86, -86, -67, -86, -63, -67, -54, -83, -47, -70, -76, -77, -68, -89, -70, -12, -76, -70, -59, -44, -67, -16, -80, -89, -67, -69, -90, -76, -31, -49, -70, -89, -57, -58, -31,
+ -48, -59, -86, -83, -84, -31, -40, -88, -30, -43, -84, -59, -40, -68, -59, -80, -85, -67, -69, -73, -65, -57, -78, -80, -96, -82, -82, -71, -87, -76, -67, -85, -79, -74, -72, -87, -78, -58, -36, -64, -75, -97, -75, -90, -77,
+ -76, -56, -63, -72, -57, -56, -62, -64, -57, -60, -60, -68, -71, -84, -43, -71, -86, -65, -79, -84, -81, -100, -48, -63, -48, -68, -84, -15, -47, -49, -62, -65, -61, -49, -46, -71, -45, -46, -80, -48, -39, -50, -71, -67, -63,
+ -65, -74, -62, -72, -72, -88, -82, -69, -85, -73, -31

mindspore/lite/micro/example/person_detection/Conv2D-28.out

@@ -0,0 +1,16 @@
+Node:Conv2D-28
+input Tensor:person_detection_B+2304
+input 1, 1, 1, 256, 
+input type:DT_INT8, format:NHWC, elementSize: 256
+input Data:
+ -126, -128, -122, -127, -126, -120, -116, -126, -128, -124, -124, -128, -127, -122, -122, -127, -122, -126, -124, -124, -127, -125, -124, -123, -126, -121, -128, -127, -128, -124, -122, -126, -124, -125, -116, -122, -119, -128, -124, -127, -122, -121, -116, -123, -127,
+ -126, -121, -128, -126, -124, -109, -124, -123, -125, -124, -123, -125, -128, -120, -127, -126, -122, -125, -122, -126, -127, -119, -124, -121, -121, -122, -123, -128, -126, -128, -124, -128, -123, -123, -126, -109, -122, -125, -123, -123, -127, -128, -127, -111, -121,
+ -126, -125, -124, -126, -123, -123, -122, -121, -127, -125, -121, -124, -122, -123, -124, -127, -126, -124, -127, -124, -126, -121, -111, -121, -115, -121, -128, -122, -126, -126, -123, -123, -123, -127, -124, -123, -123, -124, -126, -124, -128, -125, -124, -120, -126,
+ -126, -125, -122, -128, -122, -118, -127, -124, -127, -118, -125, -122, -119, -125, -124, -126, -127, -125, -125, -123, -124, -126, -125, -126, -123, -123, -125, -123, -125, -120, -126, -115, -128, -128, -116, -126, -124, -126, -127, -124, -124, -125, -123, -126, -90,
+ -126, -122, -126, -122, -128, -122, -118, -124, -110, -125, -122, -124, -126, -128, -124, -125, -123, -125, -128, -126, -125, -128, -123, -123, -121, -127, -123, -126, -124, -124, -124, -128, -123, -124, -127, -127, -120, -126, -123, -127, -125, -125, -122, -121, -126,
+ -125, -128, -121, -117, -124, -119, -126, -128, -128, -114, -125, -126, -125, -121, -125, -128, -127, -125, -120, -120, -128, -126, -123, -122, -125, -122, -124, -119, -125, -128, -128
+output Tensor:person_detection_B+0
+output 1, 1, 1, 3, 
+output type:DT_INT8, format:NHWC, elementSize: 3
+output Data:
+ -119, 14, 58

mindspore/lite/micro/example/person_detection_int8/Conv2D-28.out

@@ -0,0 +1,16 @@
+Node:Conv2D-28
+input Tensor:person_detection_int8_B+2304
+input 1, 1, 1, 256, 
+input type:DT_INT8, format:NHWC, elementSize: 256
+input Data:
+ -117, -117, -122, -117, -121, -125, -121, -123, -116, -116, -116, -125, -127, -120, -125, -128, -127, -123, -125, -123, -125, -108, -124, -125, -110, -123, -128, -122, -119, -124, -126, -127, -123, -125, -120, -121, -126, -126, -126, -124, -124, -121, -122, -128, -123,
+ -124, -122, -121, -123, -125, -121, -123, -113, -125, -114, -128, -123, -125, -121, -120, -118, -113, -110, -116, -117, -126, -118, -126, -122, -121, -116, -114, -116, -121, -122, -116, -127, -128, -119, -118, -125, -128, -119, -126, -108, -120, -118, -109, -116, -114,
+ -119, -122, -120, -116, -117, -127, -124, -115, -126, -118, -127, -111, -126, -115, -122, -116, -122, -127, -116, -119, -120, -124, -120, -120, -118, -114, -128, -126, -123, -125, -124, -122, -125, -122, -124, -121, -116, -123, -127, -118, -122, -121, -117, -127, -114,
+ -118, -113, -115, -120, -122, -125, -123, -122, -124, -127, -127, -128, -126, -126, -116, -123, -120, -118, -118, -124, -120, -124, -122, -126, -121, -117, -120, -107, -118, -122, -126, -115, -128, -118, -121, -118, -120, -120, -114, -115, -117, -122, -123, -127, -124,
+ -120, -124, -125, -124, -118, -117, -122, -119, -124, -127, -122, -111, -112, -119, -125, -127, -124, -115, -123, -119, -126, -119, -128, -123, -124, -112, -126, -124, -118, -127, -120, -124, -125, -121, -117, -125, -117, -124, -116, -126, -127, -125, -110, -122, -124,
+ -124, -126, -123, -125, -123, -118, -123, -128, -113, -128, -126, -121, -118, -126, -123, -123, -126, -125, -127, -121, -119, -116, -127, -120, -124, -123, -121, -123, -109, -126, -128
+output Tensor:person_detection_int8_B+0
+output 1, 1, 1, 2, 
+output type:DT_INT8, format:NHWC, elementSize: 2
+output Data:
+ -112, 110

mindspore/lite/micro/test/CMakeLists.txt

@@ -0,0 +1,20 @@
+string(REPLACE "/test" "" MICRO_DIR ${CMAKE_CURRENT_SOURCE_DIR})
+string(REPLACE " -fvisibility=hidden " " -fvisibility=default " CMAKE_C_FLAGS "${CMAKE_C_FLAGS}")
+string(REPLACE " -fvisibility=hidden " " -fvisibility=default " CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS}")
+set(LITE_DIR ${MICRO_DIR}/..)
+set(3RD_DIR ${TOP_DIR}/third_party)
+
+set(BUILD_LITE "on")
+include(${MICRO_DIR}/../../../cmake/external_libs/gtest.cmake)
+include(${MICRO_DIR}/cmake/file_list.cmake)
+
+include_directories(${TOP_DIR})
+include_directories(${TOP_DIR}/mindspore/core/)
+include_directories(${LITE_DIR})
+include_directories(${MICRO_DIR})
+include_directories(${3RD_DIR})
+
+add_executable(micro_test code_gen_test.cc ${FILE_SET})
+add_dependencies(micro_test fbs_src)
+add_dependencies(micro_test fbs_inner_src)
+target_link_libraries(micro_test dl mindspore::gtest ${SECUREC_LIBRARY})

mindspore/lite/micro/test/code_gen_test.cc

@@ -0,0 +1,33 @@
+/**
+ * Copyright 2019 Huawei Technologies Co., Ltd
+ *
+ * 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 "gtest/gtest.h"
+#include "micro/coder/coder.h"
+
+namespace mindspore::lite::micro::test {
+TEST(GenerateCodeTest, mnist_x86) {
+  const char *argv[] = {"./codegen", "--modelPath=../example/mnist.ms", "--moduleName=mnist", "--codePath=.",
+                        "--isWeightFile"};
+  STATUS status = RunCoder(5, argv);
+  ASSERT_EQ(status, RET_OK);
+}
+}  // namespace mindspore::lite::micro::test
+
+GTEST_API_ int main(int argc, char **argv) {
+  testing::InitGoogleTest(&argc, argv);
+  int ret = RUN_ALL_TESTS();
+  return ret;
+}