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-rw-r--r--src/armnn/backends/RefWorkloads/ConvImpl.cpp71
1 files changed, 71 insertions, 0 deletions
diff --git a/src/armnn/backends/RefWorkloads/ConvImpl.cpp b/src/armnn/backends/RefWorkloads/ConvImpl.cpp
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index 0000000000..9ebadacddb
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+++ b/src/armnn/backends/RefWorkloads/ConvImpl.cpp
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+//
+// Copyright © 2017 Arm Ltd. All rights reserved.
+// See LICENSE file in the project root for full license information.
+//
+
+#include "ConvImpl.hpp"
+
+#include <boost/assert.hpp>
+
+#include <cmath>
+#include <limits>
+
+namespace armnn
+{
+
+QuantizedMultiplierSmallerThanOne::QuantizedMultiplierSmallerThanOne(float multiplier)
+{
+ BOOST_ASSERT(multiplier >= 0.0f && multiplier < 1.0f);
+ if (multiplier == 0.0f)
+ {
+ m_Multiplier = 0;
+ m_RightShift = 0;
+ }
+ else
+ {
+ const double q = std::frexp(multiplier, &m_RightShift);
+ m_RightShift = -m_RightShift;
+ int64_t qFixed = static_cast<int64_t>(std::round(q * (1ll << 31)));
+ BOOST_ASSERT(qFixed <= (1ll << 31));
+ if (qFixed == (1ll << 31))
+ {
+ qFixed /= 2;
+ --m_RightShift;
+ }
+ BOOST_ASSERT(m_RightShift >= 0);
+ BOOST_ASSERT(qFixed <= std::numeric_limits<int32_t>::max());
+ m_Multiplier = static_cast<int32_t>(qFixed);
+ }
+}
+
+int32_t QuantizedMultiplierSmallerThanOne::operator*(int32_t rhs) const
+{
+ int32_t x = SaturatingRoundingDoublingHighMul(rhs, m_Multiplier);
+ return RoundingDivideByPOT(x, m_RightShift);
+}
+
+int32_t QuantizedMultiplierSmallerThanOne::SaturatingRoundingDoublingHighMul(int32_t a, int32_t b)
+{
+ // Check for overflow
+ if (a == b && a == std::numeric_limits<int32_t>::min())
+ {
+ return std::numeric_limits<int32_t>::max();
+ }
+ int64_t a_64(a);
+ int64_t b_64(b);
+ int64_t ab_64 = a_64 * b_64;
+ int32_t nudge = ab_64 >= 0 ? (1 << 30) : (1 - (1 << 30));
+ int32_t ab_x2_high32 = static_cast<std::int32_t>((ab_64 + nudge) / (1ll << 31));
+ return ab_x2_high32;
+}
+
+int32_t QuantizedMultiplierSmallerThanOne::RoundingDivideByPOT(int32_t x, int exponent)
+{
+ BOOST_ASSERT(exponent >= 0 && exponent <= 31);
+ int32_t mask = (1 << exponent) - 1;
+ int32_t remainder = x & mask;
+ int32_t threshold = (mask >> 1) + (x < 0 ? 1 : 0);
+ return (x >> exponent) + (remainder > threshold ? 1 : 0);
+}
+
+} //namespace armnn