MLCE-159 Add QAsymmS8 to ArmnnQuantizer
* Allow per layer quantization from Fp32 to Int8 (QAsymmS8) like TfLite
Signed-off-by: Francis Murtagh <francis.murtagh@arm.com>
Change-Id: I5bbf770aa29d81af3568c15b47d2b2c18e55bb28
diff --git a/src/armnnQuantizer/ArmNNQuantizerMain.cpp b/src/armnnQuantizer/ArmNNQuantizerMain.cpp
index 30167e7..219363e 100644
--- a/src/armnnQuantizer/ArmNNQuantizerMain.cpp
+++ b/src/armnnQuantizer/ArmNNQuantizerMain.cpp
@@ -36,9 +36,19 @@
inputFileStream.close();
armnn::QuantizerOptions quantizerOptions;
- quantizerOptions.m_ActivationFormat = cmdline.GetQuantizationScheme() == "QSymm16"
- ? armnn::DataType::QSymmS16
- : armnn::DataType::QAsymmU8;
+
+ if (cmdline.GetQuantizationScheme() == "QAsymmS8")
+ {
+ quantizerOptions.m_ActivationFormat = armnn::DataType::QAsymmS8;
+ }
+ else if (cmdline.GetQuantizationScheme() == "QSymmS16")
+ {
+ quantizerOptions.m_ActivationFormat = armnn::DataType::QSymmS16;
+ }
+ else
+ {
+ quantizerOptions.m_ActivationFormat = armnn::DataType::QAsymmU8;
+ }
quantizerOptions.m_PreserveType = cmdline.HasPreservedDataType();
diff --git a/src/armnnQuantizer/CommandLineProcessor.cpp b/src/armnnQuantizer/CommandLineProcessor.cpp
index d2163c0..0cccb66 100644
--- a/src/armnnQuantizer/CommandLineProcessor.cpp
+++ b/src/armnnQuantizer/CommandLineProcessor.cpp
@@ -67,8 +67,10 @@
return false;
}
- std::vector<std::string> supportedSchemes = {
- "QAsymm8",
+ std::vector<std::string> supportedSchemes =
+ {
+ "QAsymmS8",
+ "QAsymmU8",
"QSymm16"
};
@@ -93,8 +95,10 @@
("help,h", "Display help messages")
("infile,f", po::value<std::string>(&m_InputFileName)->required(),
"Input file containing float 32 ArmNN Input Graph")
- ("scheme,s", po::value<std::string>(&m_QuantizationScheme)->default_value("QAsymm8"),
- "Quantization scheme, \"QAsymm8\" or \"QSymm16\", default value QAsymm8")
+ ("scheme,s", po::value<std::string>(&m_QuantizationScheme)->default_value("QAsymmU8"),
+ "Quantization scheme,"
+ " \"QAsymmU8\" or \"QAsymmS8\" or \"QSymm16\","
+ " default value QAsymmU8")
("csvfile,c", po::value<std::string>(&m_CsvFileName)->default_value(""),
"CSV file containing paths for RAW input tensors")
("preserve-data-type,p", po::bool_switch(&m_PreserveDataType)->default_value(false),