Add custom tolerance option for onnx_test_runner (microsoft#13683)

Signed-off-by: Kevin Chen <[email protected]>

### Description
Add a `-t` option for `onnx_test_runner` to allow users to specify
custom tolerance values when running ONNX models.


### Motivation and Context
For some backends, the default tolerance of 1-e5 is too tight to pass
accuracy checks with ONNX model zoo reference values, especially if only
one or two values are mismatched. Having a custom option will allow
different backends to specify their own custom tolerance when running
these models.

Signed-off-by: Kevin Chen <[email protected]>

onnxruntime/core/platform/path_lib.h

@@ -29,6 +29,9 @@ using PATH_CHAR_TYPE = ORTCHAR_T;
 template <typename T>
 long OrtStrtol(const T* nptr, T** endptr);
 
+template <typename T>
+double OrtStrtod(const T* nptr, T** endptr);
+
 /**
  * Convert a C string to ssize_t(or ptrdiff_t)
  * @return the converted integer value.
@@ -85,6 +88,16 @@ inline long OrtStrtol<wchar_t>(const wchar_t* nptr, wchar_t** endptr) {
   return wcstol(nptr, endptr, 10);
 }
 
+template <>
+inline double OrtStrtod<char>(const char* nptr, char** endptr) {
+  return strtod(nptr, endptr);
+}
+
+template <>
+inline double OrtStrtod<wchar_t>(const wchar_t* nptr, wchar_t** endptr) {
+  return wcstod(nptr, endptr);
+}
+
 namespace onnxruntime {
 
 /**

onnxruntime/test/onnx/main.cc

@@ -45,6 +45,8 @@ void usage() {
       "\t-p: Pause after launch, can attach debugger and continue\n"
       "\t-x: Use parallel executor, default (without -x): sequential executor.\n"
       "\t-d [device_id]: Specifies the device id for multi-device (e.g. GPU). The value should > 0\n"
+      "\t-t: Specify custom relative tolerance values for output value comparison. default: 1e-5\n"
+      "\t-a: Specify custom absolute tolerance values for output value comparison. default: 1e-5\n"
       "\t-i: Specify EP specific runtime options as key value pairs. Different runtime options available are: \n"
       "\t    [SNPE only] [runtime]: SNPE runtime, options: 'CPU', 'GPU', 'GPU_FLOAT16', 'DSP', 'AIP_FIXED_TF'. \n"
       "\t    [SNPE only] [priority]: execution priority, options: 'low', 'normal'. \n"
@@ -60,9 +62,13 @@ void usage() {
       OrtGetApiBase()->GetVersionString());
 }
 
-static TestTolerances LoadTestTolerances(bool enable_cuda, bool enable_openvino) {
+static TestTolerances LoadTestTolerances(bool enable_cuda, bool enable_openvino, bool useCustom, double atol, double rtol) {
   TestTolerances::Map absolute_overrides;
   TestTolerances::Map relative_overrides;
+  if (useCustom)
+  {
+    return TestTolerances(atol, rtol, absolute_overrides, relative_overrides);
+  }
   std::ifstream overrides_ifstream(ConcatPathComponent<ORTCHAR_T>(
       ORT_TSTR("testdata"), ORT_TSTR("onnx_backend_test_series_overrides.jsonc")));
   if (!overrides_ifstream.good()) {
@@ -142,6 +148,9 @@ int real_main(int argc, char* argv[], Ort::Env& env) {
   bool enable_rocm = false;
   bool enable_migraphx = false;
   bool enable_xnnpack = false;
+  bool override_tolerance = false;
+  double atol = 1e-5;
+  double rtol = 1e-5;
   int device_id = 0;
   GraphOptimizationLevel graph_optimization_level = ORT_ENABLE_ALL;
   bool user_graph_optimization_level_set = false;
@@ -154,7 +163,7 @@ int real_main(int argc, char* argv[], Ort::Env& env) {
   bool pause = false;
   {
     int ch;
-    while ((ch = getopt(argc, argv, ORT_TSTR("Ac:hj:Mn:r:e:xvo:d:i:pz"))) != -1) {
+    while ((ch = getopt(argc, argv, ORT_TSTR("Ac:hj:Mn:r:e:t:a:xvo:d:i:pz"))) != -1) {
       switch (ch) {
         case 'A':
           enable_cpu_mem_arena = false;
@@ -225,6 +234,14 @@ int real_main(int argc, char* argv[], Ort::Env& env) {
             return -1;
           }
           break;
+        case 't':
+          override_tolerance = true;
+          rtol = OrtStrtod<PATH_CHAR_TYPE>(optarg, nullptr);
+          break;
+        case 'a':
+          override_tolerance = true;
+          atol = OrtStrtod<PATH_CHAR_TYPE>(optarg, nullptr);
+          break;
         case 'x':
           execution_mode = ExecutionMode::ORT_PARALLEL;
           break;
@@ -589,7 +606,7 @@ select from 'TF8', 'TF16', 'UINT8', 'FLOAT', 'ITENSOR'. \n)");
 
     std::vector<ITestCase*> tests;
     LoadTests(data_dirs, whitelisted_test_cases,
-              LoadTestTolerances(enable_cuda, enable_openvino),
+              LoadTestTolerances(enable_cuda, enable_openvino, override_tolerance, atol, rtol),
               all_disabled_tests,
               [&owned_tests, &tests](std::unique_ptr<ITestCase> l) {
                 tests.push_back(l.get());