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authorSadik Armagan <sadik.armagan@arm.com>2019-04-12 15:17:02 +0100
committerSadik Armagan <sadik.armagan@arm.com>2019-04-12 15:17:02 +0100
commit2b03d64da2a3a39d069a7a2366f14439afb1ad39 (patch)
tree7a6ed87ad3c9feeea779fa4e241d6f589cb0dc56 /src/armnnQuantizer/ArmNNQuantizerMain.cpp
parent7b4886faccb52af9afe7fdeffcbae87e7fbc1484 (diff)
downloadarmnn-2b03d64da2a3a39d069a7a2366f14439afb1ad39.tar.gz
IVGCVSW-2955 Update the Quantizer Tool to take an additional parameter for the user to specify a CSV file
Change-Id: Id56e09f147cca5c1301ec1b6bac656cd50bfd583 Signed-off-by: Sadik Armagan <sadik.armagan@arm.com>
Diffstat (limited to 'src/armnnQuantizer/ArmNNQuantizerMain.cpp')
-rw-r--r--src/armnnQuantizer/ArmNNQuantizerMain.cpp33
1 files changed, 31 insertions, 2 deletions
diff --git a/src/armnnQuantizer/ArmNNQuantizerMain.cpp b/src/armnnQuantizer/ArmNNQuantizerMain.cpp
index acfbe6241f..d7fc932327 100644
--- a/src/armnnQuantizer/ArmNNQuantizerMain.cpp
+++ b/src/armnnQuantizer/ArmNNQuantizerMain.cpp
@@ -8,8 +8,9 @@
#include <armnn/INetworkQuantizer.hpp>
#include <armnnSerializer/ISerializer.hpp>
-#include <iostream>
+#include <algorithm>
#include <fstream>
+#include <iostream>
int main(int argc, char* argv[])
{
@@ -32,8 +33,36 @@ int main(int argc, char* argv[])
}
inputFileStream.close();
armnn::INetworkPtr network = parser->CreateNetworkFromBinary(binaryContent);
- armnn::INetworkPtr quantizedNetwork = armnn::INetworkQuantizer::Create(network.get())->ExportNetwork();
+ armnn::INetworkQuantizerPtr quantizer = armnn::INetworkQuantizer::Create(network.get());
+
+ std::string csvFileName = cmdline.GetCsvFileName();
+ if (csvFileName != "")
+ {
+ // Call the Quantizer::Refine() function which will update the min/max ranges for the quantize constants
+ std::ifstream csvFileStream(csvFileName);
+ std::string line;
+ std::string csvDirectory = cmdline.GetCsvFileDirectory();
+ while(getline(csvFileStream, line))
+ {
+ std::istringstream s(line);
+ std::vector<std::string> row;
+ std::string entry;
+ while(getline(s, entry, ','))
+ {
+ entry.erase(std::remove(entry.begin(), entry.end(), ' '), entry.end());
+ entry.erase(std::remove(entry.begin(), entry.end(), '"'), entry.end());
+ row.push_back(entry);
+ }
+ std::string rawFileName = cmdline.GetCsvFileDirectory() + "/" + row[2];
+ // passId: row[0]
+ // bindingId: row[1]
+ // rawFileName: file contains the RAW input tensor data
+ // LATER: Quantizer::Refine() function will be called with those arguments when it is implemented
+ }
+ csvFileStream.close();
+ }
+ armnn::INetworkPtr quantizedNetwork = quantizer->ExportNetwork();
armnnSerializer::ISerializerPtr serializer = armnnSerializer::ISerializer::Create();
serializer->Serialize(*quantizedNetwork);