add gather nnapi unittest (#1664)
author최성진/동작제어Lab(SR)/Principal Engineer/삼성전자 <lotieye.choi@samsung.com>
Tue, 12 Jun 2018 07:55:35 +0000 (16:55 +0900)
committer서상민/동작제어Lab(SR)/Staff Engineer/삼성전자 <sangmin7.seo@samsung.com>
Tue, 12 Jun 2018 07:55:35 +0000 (16:55 +0900)
This commit adds gather nnapi unittest.

Signed-off-by: SungJin Choi <lotieye.choi@samsung.com>
tools/nnapi_unittests/CMakeLists.txt
tools/nnapi_unittests/tests/gather_1.cpp [new file with mode: 0644]
tools/nnapi_unittests/tests/gather_1.lst [new file with mode: 0644]

index a3c2ea2..c0b9215 100644 (file)
@@ -34,3 +34,4 @@ add_nnapi_unittest(softmax_1)
 add_nnapi_unittest(resize_bilinear_1)
 add_nnapi_unittest(topk_v2_1)
 add_nnapi_unittest(cast_1)
+add_nnapi_unittest(gather_1)
diff --git a/tools/nnapi_unittests/tests/gather_1.cpp b/tools/nnapi_unittests/tests/gather_1.cpp
new file mode 100644 (file)
index 0000000..3c958d9
--- /dev/null
@@ -0,0 +1,128 @@
+/*
+ * Copyright (c) 2018 Samsung Electronics Co., Ltd. All Rights Reserved
+ *
+ * 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 "support/tflite/kernels/register.h"
+#include "tensorflow/contrib/lite/model.h"
+#include "tensorflow/contrib/lite/builtin_op_data.h"
+
+#include "env.h"
+#include "memory.h"
+#include "util/environment.h"
+
+#include "support/tflite/Diff.h"
+#include "support/tflite/interp/FunctionBuilder.h"
+
+#include <chrono>
+#include <iostream>
+
+using namespace tflite;
+using namespace tflite::ops::builtin;
+
+int main(int argc, char **argv)
+{
+  // Set random seed
+  int SEED = std::chrono::system_clock::now().time_since_epoch().count();
+
+  nnfw::util::env::IntAccessor("SEED").access(SEED);
+
+  // Set random test parameters
+  int verbose = 0;
+  int tolerance = 1;
+
+  nnfw::util::env::IntAccessor("VERBOSE").access(verbose);
+  nnfw::util::env::IntAccessor("TOLERANCE").access(tolerance);
+
+#define INT_VALUE(NAME, VALUE) IntVar NAME##_Value(#NAME, VALUE);
+#include "gather_1.lst"
+#undef INT_VALUE
+
+  const int32_t INPUT_DATA = INPUT_DATA_Value();
+  const int32_t INDEX_DATA = INDEX_DATA_Value();
+
+  const int32_t OUTPUT_DATA = INDEX_DATA;
+
+  std::cout << "Configurations:" << std::endl;
+#define PRINT_NEWLINE()     \
+  {                         \
+    std::cout << std::endl; \
+  }
+#define PRINT_VALUE(value)                                       \
+  {                                                              \
+    std::cout << "  " << #value << ": " << (value) << std::endl; \
+  }
+  PRINT_VALUE(SEED);
+  PRINT_NEWLINE();
+
+  PRINT_VALUE(INPUT_DATA);
+  PRINT_VALUE(INDEX_DATA);
+  PRINT_NEWLINE();
+
+  PRINT_VALUE(OUTPUT_DATA);
+#undef PRINT_VALUE
+#undef PRINT_NEWLINE
+
+  auto setup = [&](Interpreter &interp) {
+    // Comment from 'context.h'
+    //
+    // Parameters for asymmetric quantization. Quantized values can be converted
+    // back to float using:
+    //    real_value = scale * (quantized_value - zero_point);
+    //
+    // Q: Is this necessary?
+    TfLiteQuantizationParams quantization;
+
+    quantization.scale = 1;
+    quantization.zero_point = 0;
+
+    // On AddTensors(N) call, T/F Lite interpreter creates N tensors whose index is [0 ~ N)
+    interp.AddTensors(3);
+
+    // Configure INPUT_DATA
+    interp.SetTensorParametersReadWrite(0, kTfLiteFloat32 /* type */, "input" /* name */,
+                                        {INPUT_DATA} /* dims */, quantization);
+
+    // Configure INDEX_DATA
+    interp.SetTensorParametersReadWrite(1, kTfLiteInt32 /* type */, "index" /* name */,
+                                        {INDEX_DATA} /* dims */, quantization);
+
+    // Configure OUTPUT_VALUES
+    interp.SetTensorParametersReadWrite(2, kTfLiteFloat32 /* type */, "output_data" /* name */,
+                                        {OUTPUT_DATA} /* dims */, quantization);
+
+    auto *param = reinterpret_cast<TfLiteGatherParams *>(malloc(sizeof(TfLiteGatherParams)));
+
+    param->axis = 0;
+
+    // Add GATHER Node
+    // Run GATHER and store its result into Tensor #2
+    //  - Read input data and index_data from Tensor #0 and #1, respectively
+    interp.AddNodeWithParameters({0, 1}, {2}, nullptr, 0, reinterpret_cast<void *>(param),
+                                 BuiltinOpResolver().FindOp(BuiltinOperator_GATHER));
+
+    // Set Tensor #0 as Input, and Tensor #2 and #3 as Output
+    interp.SetInputs({0, 1});
+    interp.SetOutputs({2});
+  };
+
+  const nnfw::support::tflite::interp::FunctionBuilder builder(setup);
+
+  RandomTestParam param;
+
+  param.verbose = verbose;
+  param.tolerance = tolerance;
+
+  return RandomTestRunner{SEED, param}.run(builder);
+}
diff --git a/tools/nnapi_unittests/tests/gather_1.lst b/tools/nnapi_unittests/tests/gather_1.lst
new file mode 100644 (file)
index 0000000..923a056
--- /dev/null
@@ -0,0 +1,6 @@
+#ifndef INT_VALUE
+#error "INT_VALUE should be defined"
+#endif // INT_VALUE
+
+INT_VALUE(INPUT_DATA, 8192)
+INT_VALUE(INDEX_DATA, 300)