aboutsummaryrefslogtreecommitdiff
path: root/src/backends/backendsCommon/test/QuantizeHelper.hpp
diff options
context:
space:
mode:
Diffstat (limited to 'src/backends/backendsCommon/test/QuantizeHelper.hpp')
-rw-r--r--src/backends/backendsCommon/test/QuantizeHelper.hpp91
1 files changed, 91 insertions, 0 deletions
diff --git a/src/backends/backendsCommon/test/QuantizeHelper.hpp b/src/backends/backendsCommon/test/QuantizeHelper.hpp
new file mode 100644
index 0000000000..bb4e561d59
--- /dev/null
+++ b/src/backends/backendsCommon/test/QuantizeHelper.hpp
@@ -0,0 +1,91 @@
+//
+// Copyright © 2017 Arm Ltd. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+#pragma once
+
+#include <armnn/ArmNN.hpp>
+#include <armnn/TypesUtils.hpp>
+
+#include <initializer_list>
+#include <iterator>
+#include <vector>
+#include <boost/core/ignore_unused.hpp>
+
+template<typename T, bool DoQuantize=true>
+struct SelectiveQuantizer
+{
+ static T Quantize(float value, float scale, int32_t offset)
+ {
+ return armnn::Quantize<T>(value, scale, offset);
+ }
+
+ static float Dequantize(T value, float scale, int32_t offset)
+ {
+ return armnn::Dequantize(value, scale, offset);
+ }
+};
+
+template<typename T>
+struct SelectiveQuantizer<T, false>
+{
+ static T Quantize(float value, float scale, int32_t offset)
+ {
+ boost::ignore_unused(scale, offset);
+ return value;
+ }
+
+ static float Dequantize(T value, float scale, int32_t offset)
+ {
+ boost::ignore_unused(scale, offset);
+ return value;
+ }
+};
+
+template<typename T>
+T SelectiveQuantize(float value, float scale, int32_t offset)
+{
+ return SelectiveQuantizer<T, armnn::IsQuantizedType<T>()>::Quantize(value, scale, offset);
+};
+
+template<typename T>
+float SelectiveDequantize(T value, float scale, int32_t offset)
+{
+ return SelectiveQuantizer<T, armnn::IsQuantizedType<T>()>::Dequantize(value, scale, offset);
+};
+
+template<typename ItType>
+struct IsFloatingPointIterator
+{
+ static constexpr bool value=std::is_floating_point<typename std::iterator_traits<ItType>::value_type>::value;
+};
+
+template <typename T, typename FloatIt,
+typename std::enable_if<IsFloatingPointIterator<FloatIt>::value, int>::type=0 // Makes sure fp iterator is valid.
+>
+std::vector<T> QuantizedVector(float qScale, int32_t qOffset, FloatIt first, FloatIt last)
+{
+ std::vector<T> quantized;
+ quantized.reserve(boost::numeric_cast<size_t>(std::distance(first, last)));
+
+ for (auto it = first; it != last; ++it)
+ {
+ auto f = *it;
+ T q =SelectiveQuantize<T>(f, qScale, qOffset);
+ quantized.push_back(q);
+ }
+
+ return quantized;
+}
+
+template<typename T>
+std::vector<T> QuantizedVector(float qScale, int32_t qOffset, const std::vector<float>& array)
+{
+ return QuantizedVector<T>(qScale, qOffset, array.begin(), array.end());
+}
+
+template<typename T>
+std::vector<T> QuantizedVector(float qScale, int32_t qOffset, std::initializer_list<float> array)
+{
+ return QuantizedVector<T>(qScale, qOffset, array.begin(), array.end());
+}