Fix sample tests (#1926)

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Ryan Hill 2019-09-26 10:31:48 -07:00 committed by GitHub
parent 09cdbe9d76
commit 7e22ed41b9
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2 changed files with 39 additions and 36 deletions

View file

@ -6,6 +6,8 @@
#include <vector>
#include <onnxruntime_cxx_api.h>
const OrtApi* Ort::g_api = OrtGetApi(ORT_API_VERSION);
int main(int argc, char* argv[]) {
//*************************************************************************
// initialize enviroment...one enviroment per process

View file

@ -8,33 +8,34 @@
#include <stdio.h>
#include <vector>
const OrtApi* g_ort = OrtGetApi(ORT_API_VERSION);
//*****************************************************************************
// helper function to check for status
#define CHECK_STATUS(expr) \
{ \
OrtStatus* onnx_status = (expr); \
if (onnx_status != NULL) { \
const char* msg = OrtGetErrorMessage(onnx_status); \
fprintf(stderr, "%s\n", msg); \
OrtReleaseStatus(onnx_status); \
exit(1); \
} \
}
void CheckStatus(OrtStatus* status)
{
if (status != NULL) {
const char* msg = g_ort->GetErrorMessage(status);
fprintf(stderr, "%s\n", msg);
g_ort->ReleaseStatus(status);
exit(1);
}
}
int main(int argc, char* argv[]) {
//*************************************************************************
// initialize enviroment...one enviroment per process
// enviroment maintains thread pools and other state info
OrtEnv* env;
CHECK_STATUS(OrtCreateEnv(ORT_LOGGING_LEVEL_WARNING, "test", &env));
CheckStatus(g_ort->CreateEnv(ORT_LOGGING_LEVEL_WARNING, "test", &env));
// initialize session options if needed
OrtSessionOptions* session_options;
CHECK_STATUS(OrtCreateSessionOptions(&session_options));
OrtSetIntraOpNumThreads(session_options, 1);
CheckStatus(g_ort->CreateSessionOptions(&session_options));
g_ort->SetIntraOpNumThreads(session_options, 1);
// Sets graph optimization level
OrtSetSessionGraphOptimizationLevel(session_options, ORT_ENABLE_BASIC);
g_ort->SetSessionGraphOptimizationLevel(session_options, ORT_ENABLE_BASIC);
// Optionally add more execution providers via session_options
// E.g. for CUDA include cuda_provider_factory.h and uncomment the following line:
@ -52,17 +53,17 @@ int main(int argc, char* argv[]) {
#endif
printf("Using Onnxruntime C API\n");
CHECK_STATUS(OrtCreateSession(env, model_path, session_options, &session));
CheckStatus(g_ort->CreateSession(env, model_path, session_options, &session));
//*************************************************************************
// print model input layer (node names, types, shape etc.)
size_t num_input_nodes;
OrtStatus* status;
OrtAllocator* allocator;
CHECK_STATUS(OrtGetAllocatorWithDefaultOptions(&allocator));
CheckStatus(g_ort->GetAllocatorWithDefaultOptions(&allocator));
// print number of model input nodes
status = OrtSessionGetInputCount(session, &num_input_nodes);
status = g_ort->SessionGetInputCount(session, &num_input_nodes);
std::vector<const char*> input_node_names(num_input_nodes);
std::vector<int64_t> input_node_dims; // simplify... this model has only 1 input node {1, 3, 224, 224}.
// Otherwise need vector<vector<>>
@ -73,29 +74,29 @@ int main(int argc, char* argv[]) {
for (size_t i = 0; i < num_input_nodes; i++) {
// print input node names
char* input_name;
status = OrtSessionGetInputName(session, i, allocator, &input_name);
status = g_ort->SessionGetInputName(session, i, allocator, &input_name);
printf("Input %zu : name=%s\n", i, input_name);
input_node_names[i] = input_name;
// print input node types
OrtTypeInfo* typeinfo;
status = OrtSessionGetInputTypeInfo(session, i, &typeinfo);
status = g_ort->SessionGetInputTypeInfo(session, i, &typeinfo);
const OrtTensorTypeAndShapeInfo* tensor_info;
CHECK_STATUS(OrtCastTypeInfoToTensorInfo(typeinfo, &tensor_info));
CheckStatus(g_ort->CastTypeInfoToTensorInfo(typeinfo, &tensor_info));
ONNXTensorElementDataType type;
CHECK_STATUS(OrtGetTensorElementType(tensor_info, &type));
CheckStatus(g_ort->GetTensorElementType(tensor_info, &type));
printf("Input %zu : type=%d\n", i, type);
// print input shapes/dims
size_t num_dims;
CHECK_STATUS(OrtGetDimensionsCount(tensor_info, &num_dims));
CheckStatus(g_ort->GetDimensionsCount(tensor_info, &num_dims));
printf("Input %zu : num_dims=%zu\n", i, num_dims);
input_node_dims.resize(num_dims);
OrtGetDimensions(tensor_info, (int64_t*)input_node_dims.data(), num_dims);
g_ort->GetDimensions(tensor_info, (int64_t*)input_node_dims.data(), num_dims);
for (size_t j = 0; j < num_dims; j++)
printf("Input %zu : dim %zu=%jd\n", i, j, input_node_dims[j]);
OrtReleaseTypeInfo(typeinfo);
g_ort->ReleaseTypeInfo(typeinfo);
}
// Results should be...
@ -128,23 +129,23 @@ int main(int argc, char* argv[]) {
// create input tensor object from data values
OrtMemoryInfo* memory_info;
CHECK_STATUS(OrtCreateCpuMemoryInfo(OrtArenaAllocator, OrtMemTypeDefault, &memory_info));
CheckStatus(g_ort->CreateCpuMemoryInfo(OrtArenaAllocator, OrtMemTypeDefault, &memory_info));
OrtValue* input_tensor = NULL;
CHECK_STATUS(OrtCreateTensorWithDataAsOrtValue(memory_info, input_tensor_values.data(), input_tensor_size * sizeof(float), input_node_dims.data(), 4, ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT, &input_tensor));
CheckStatus(g_ort->CreateTensorWithDataAsOrtValue(memory_info, input_tensor_values.data(), input_tensor_size * sizeof(float), input_node_dims.data(), 4, ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT, &input_tensor));
int is_tensor;
CHECK_STATUS(OrtIsTensor(input_tensor, &is_tensor));
CheckStatus(g_ort->IsTensor(input_tensor, &is_tensor));
assert(is_tensor);
OrtReleaseMemoryInfo(memory_info);
g_ort->ReleaseMemoryInfo(memory_info);
// score model & input tensor, get back output tensor
OrtValue* output_tensor = NULL;
CHECK_STATUS(OrtRun(session, NULL, input_node_names.data(), (const OrtValue* const*)&input_tensor, 1, output_node_names.data(), 1, &output_tensor));
CHECK_STATUS(OrtIsTensor(output_tensor, &is_tensor));
CheckStatus(g_ort->Run(session, NULL, input_node_names.data(), (const OrtValue* const*)&input_tensor, 1, output_node_names.data(), 1, &output_tensor));
CheckStatus(g_ort->IsTensor(output_tensor, &is_tensor));
assert(is_tensor);
// Get pointer to output tensor float values
float* floatarr;
CHECK_STATUS(OrtGetTensorMutableData(output_tensor, (void**)&floatarr));
CheckStatus(g_ort->GetTensorMutableData(output_tensor, (void**)&floatarr));
assert(abs(floatarr[0] - 0.000045) < 1e-6);
// score the model, and print scores for first 5 classes
@ -158,11 +159,11 @@ int main(int argc, char* argv[]) {
// Score for class[3] = 0.001180
// Score for class[4] = 0.001317
OrtReleaseValue(output_tensor);
OrtReleaseValue(input_tensor);
OrtReleaseSession(session);
OrtReleaseSessionOptions(session_options);
OrtReleaseEnv(env);
g_ort->ReleaseValue(output_tensor);
g_ort->ReleaseValue(input_tensor);
g_ort->ReleaseSession(session);
g_ort->ReleaseSessionOptions(session_options);
g_ort->ReleaseEnv(env);
printf("Done!\n");
return 0;
}