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authorFinn Williams <Finn.Williams@arm.com>2019-12-04 14:27:27 +0000
committerJim Flynn Arm <jim.flynn@arm.com>2019-12-09 15:39:16 +0000
commitfd2710651ada27fc82f28c07fb1e09effc3bda2d (patch)
tree7c2200489c7a3f845b91362c2c8d66ab9c6101e8 /src/backends/reference/workloads
parent6a5e5e8b7e56f927d70ced3203d6e16df3fdd189 (diff)
downloadarmnn-fd2710651ada27fc82f28c07fb1e09effc3bda2d.tar.gz
IVGCVSW-4211 Add Signed 8 bit Quantisation support into the Reference backend
!android-nn-driver:2435 Signed-off-by: Finn Williams <Finn.Williams@arm.com> Change-Id: I10ecd4a8937725953396805f33a3562a5384c4d4
Diffstat (limited to 'src/backends/reference/workloads')
-rw-r--r--src/backends/reference/workloads/BaseIterator.hpp43
-rw-r--r--src/backends/reference/workloads/Decoders.hpp7
-rw-r--r--src/backends/reference/workloads/Encoders.hpp7
-rw-r--r--src/backends/reference/workloads/RefQuantizeWorkload.cpp5
4 files changed, 62 insertions, 0 deletions
diff --git a/src/backends/reference/workloads/BaseIterator.hpp b/src/backends/reference/workloads/BaseIterator.hpp
index ca5110c2fd..ca6d3cbc60 100644
--- a/src/backends/reference/workloads/BaseIterator.hpp
+++ b/src/backends/reference/workloads/BaseIterator.hpp
@@ -137,6 +137,25 @@ private:
const int32_t m_Offset;
};
+class QSymmS8Decoder : public TypedIterator<const int8_t, Decoder<float>>
+{
+public:
+ QSymmS8Decoder(const int8_t* data, const float scale, const int32_t offset)
+ : TypedIterator(data), m_Scale(scale), m_Offset(offset) {}
+
+ QSymmS8Decoder(const float scale, const int32_t offset)
+ : QSymmS8Decoder(nullptr, scale, offset) {}
+
+ float Get() const override
+ {
+ return armnn::Dequantize(*m_Iterator, m_Scale, m_Offset);
+ }
+
+private:
+ const float m_Scale;
+ const int32_t m_Offset;
+};
+
class QSymm16Decoder : public TypedIterator<const int16_t, Decoder<float>>
{
public:
@@ -245,6 +264,30 @@ private:
const int32_t m_Offset;
};
+class QSymmS8Encoder : public TypedIterator<int8_t, Encoder<float>>
+{
+public:
+ QSymmS8Encoder(int8_t* data, const float scale, const int32_t offset)
+ : TypedIterator(data), m_Scale(scale), m_Offset(offset) {}
+
+ QSymmS8Encoder(const float scale, const int32_t offset)
+ : QSymmS8Encoder(nullptr, scale, offset) {}
+
+ void Set(float right) override
+ {
+ *m_Iterator = armnn::Quantize<int8_t>(right, m_Scale, m_Offset);
+ }
+
+ float Get() const override
+ {
+ return armnn::Dequantize(*m_Iterator, m_Scale, m_Offset);
+ }
+
+private:
+ const float m_Scale;
+ const int32_t m_Offset;
+};
+
class QSymm16Encoder : public TypedIterator<int16_t, Encoder<float>>
{
public:
diff --git a/src/backends/reference/workloads/Decoders.hpp b/src/backends/reference/workloads/Decoders.hpp
index b9cd7f9573..9d41c9e9e7 100644
--- a/src/backends/reference/workloads/Decoders.hpp
+++ b/src/backends/reference/workloads/Decoders.hpp
@@ -105,6 +105,13 @@ inline std::unique_ptr<Decoder<float>> MakeDecoder(const TensorInfo& info, const
{
return MakeSigned32Decoder(info, data);
}
+ case DataType::QSymmS8:
+ {
+ return std::make_unique<QSymmS8Decoder>(
+ static_cast<const int8_t*>(data),
+ info.GetQuantizationScale(),
+ info.GetQuantizationOffset());
+ }
default:
{
BOOST_ASSERT_MSG(false, "Unsupported Data Type!");
diff --git a/src/backends/reference/workloads/Encoders.hpp b/src/backends/reference/workloads/Encoders.hpp
index 0d578d68de..92493ed641 100644
--- a/src/backends/reference/workloads/Encoders.hpp
+++ b/src/backends/reference/workloads/Encoders.hpp
@@ -37,6 +37,13 @@ inline std::unique_ptr<Encoder<float>> MakeEncoder(const TensorInfo& info, void*
info.GetQuantizationScale(),
info.GetQuantizationOffset());
}
+ case DataType::QSymmS8:
+ {
+ return std::make_unique<QSymmS8Encoder>(
+ static_cast<int8_t*>(data),
+ info.GetQuantizationScale(),
+ info.GetQuantizationOffset());
+ }
case armnn::DataType::QuantisedSymm16:
{
return std::make_unique<QSymm16Encoder>(
diff --git a/src/backends/reference/workloads/RefQuantizeWorkload.cpp b/src/backends/reference/workloads/RefQuantizeWorkload.cpp
index b7ace32e14..a78804b709 100644
--- a/src/backends/reference/workloads/RefQuantizeWorkload.cpp
+++ b/src/backends/reference/workloads/RefQuantizeWorkload.cpp
@@ -48,6 +48,11 @@ void RefQuantizeWorkload::Execute() const
QuantizeImpl<uint8_t>(input, output, m_NumElements, m_Scale, m_Offset);
break;
}
+ case DataType::QSymmS8:
+ {
+ QuantizeImpl<int8_t>(input, output, m_NumElements, m_Scale, m_Offset);
+ break;
+ }
case DataType::QuantisedSymm16:
{
QuantizeImpl<int16_t>(input, output, m_NumElements, m_Scale, 0);