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-rw-r--r--src/armnn/NetworkQuantizationScheme.hpp80
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diff --git a/src/armnn/NetworkQuantizationScheme.hpp b/src/armnn/NetworkQuantizationScheme.hpp
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+//
+// Copyright © 2017 Arm Ltd. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include <armnn/Types.hpp>
+
+#include <cmath>
+#include <algorithm>
+
+namespace armnn
+{
+
+using OffsetScalePair = std::pair<float, int>;
+
+struct IQuantizationScheme
+{
+ virtual OffsetScalePair ComputeScheme(double min, double max) const = 0;
+
+ virtual int NumBits() const = 0;
+
+ virtual DataType GetDataType() const = 0;
+
+ virtual ~IQuantizationScheme() {}
+};
+
+struct QAsymm8QuantizationScheme : IQuantizationScheme
+{
+ OffsetScalePair ComputeScheme(double min, double max) const override
+ {
+ if (min >= max)
+ {
+ throw InvalidArgumentException("min >= max will result in invalid quantization.");
+ }
+
+ double highest = (1 << NumBits()) - 1;
+
+ min = std::min(0.0, min); // min <= 0.0
+ max = std::max(0.0, max); // max >= 0.0
+
+ // Assumes quantization range [0-highest]
+ double scale = (max-min) / highest;
+ double offset = -min / scale;
+
+ // Clamp offset [0-highest]
+ offset = std::max(0.0, std::min(highest, offset));
+
+ return std::make_pair(static_cast<float>(scale), static_cast<int>(std::round(offset)));
+ }
+
+ int NumBits() const override { return 8; }
+
+ DataType GetDataType() const override { return DataType::QuantisedAsymm8; }
+};
+
+struct QSymm16QuantizationScheme : IQuantizationScheme
+{
+ OffsetScalePair ComputeScheme(double min, double max) const override
+ {
+ if (min >= max)
+ {
+ throw InvalidArgumentException("min >= max will result in invalid quantization.");
+ }
+
+ double highest = (1 << (NumBits()-1)) - 1; // (numbits-1) accounts for the sign bit
+
+ double extent = std::max(std::abs(min), std::abs(max));
+ double scale = extent / highest;
+
+ return std::make_pair(static_cast<float>(scale), 0);
+ }
+
+ int NumBits() const override { return 16; }
+
+ DataType GetDataType() const override { return DataType::QuantisedSymm16; }
+};
+
+} // namespace armnn