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Laurent Carlier749294b2020-06-01 09:03:17 +01001//
Sadik Armagana9c2ce12020-07-14 10:02:22 +01002// Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
Francis Murtaghbee4bc92019-06-18 12:30:37 +01003// SPDX-License-Identifier: MIT
4//
Francis Murtaghbee4bc92019-06-18 12:30:37 +01005
Jan Eilers45274902020-10-15 18:34:43 +01006#pragma once
7
Jan Eilers45274902020-10-15 18:34:43 +01008#include <armnn/IRuntime.hpp>
9#include <armnn/Types.hpp>
Finn Williams56870182020-11-20 13:57:53 +000010#include <armnn/Logging.hpp>
11#include <armnn/utility/StringUtils.hpp>
Francis Murtaghbee4bc92019-06-18 12:30:37 +010012
James Ward6d9f5c52020-09-28 11:56:35 +010013#include <mapbox/variant.hpp>
Francis Murtaghbee4bc92019-06-18 12:30:37 +010014
15#include <iostream>
Finn Williams56870182020-11-20 13:57:53 +000016#include <fstream>
Francis Murtaghbee4bc92019-06-18 12:30:37 +010017
Francis Murtaghbee4bc92019-06-18 12:30:37 +010018
Jan Eilers45274902020-10-15 18:34:43 +010019std::vector<unsigned int> ParseArray(std::istream& stream);
Francis Murtaghbee4bc92019-06-18 12:30:37 +010020
Jan Eilers45274902020-10-15 18:34:43 +010021/// Splits a given string at every accurance of delimiter into a vector of string
22std::vector<std::string> ParseStringList(const std::string& inputString, const char* delimiter);
Francis Murtaghbee4bc92019-06-18 12:30:37 +010023
James Ward6d9f5c52020-09-28 11:56:35 +010024struct TensorPrinter
Francis Murtaghbee4bc92019-06-18 12:30:37 +010025{
Georgios Pinitas50311ba2020-02-18 13:25:23 +000026 TensorPrinter(const std::string& binding,
27 const armnn::TensorInfo& info,
28 const std::string& outputTensorFile,
Jan Eilers45274902020-10-15 18:34:43 +010029 bool dequantizeOutput);
Francis Murtaghbee4bc92019-06-18 12:30:37 +010030
Jan Eilers45274902020-10-15 18:34:43 +010031 void operator()(const std::vector<float>& values);
Francis Murtaghbee4bc92019-06-18 12:30:37 +010032
Jan Eilers45274902020-10-15 18:34:43 +010033 void operator()(const std::vector<uint8_t>& values);
Francis Murtaghbee4bc92019-06-18 12:30:37 +010034
Jan Eilers45274902020-10-15 18:34:43 +010035 void operator()(const std::vector<int>& values);
Francis Murtaghbee4bc92019-06-18 12:30:37 +010036
Finn Williamsf806c4d2021-02-22 15:13:12 +000037 void operator()(const std::vector<int8_t>& values);
38
Francis Murtaghbee4bc92019-06-18 12:30:37 +010039private:
40 template<typename Container, typename Delegate>
Jan Eilers45274902020-10-15 18:34:43 +010041 void ForEachValue(const Container& c, Delegate delegate);
Francis Murtaghbee4bc92019-06-18 12:30:37 +010042
Sadik Armagan77086282019-09-02 11:46:28 +010043 template<typename T>
Jan Eilers45274902020-10-15 18:34:43 +010044 void WriteToFile(const std::vector<T>& values);
Sadik Armagan77086282019-09-02 11:46:28 +010045
Francis Murtaghbee4bc92019-06-18 12:30:37 +010046 std::string m_OutputBinding;
Jan Eilers45274902020-10-15 18:34:43 +010047 float m_Scale;
48 int m_Offset;
Sadik Armagan77086282019-09-02 11:46:28 +010049 std::string m_OutputTensorFile;
Jan Eilers45274902020-10-15 18:34:43 +010050 bool m_DequantizeOutput;
Francis Murtaghbee4bc92019-06-18 12:30:37 +010051};
52
Finn Williamsf806c4d2021-02-22 15:13:12 +000053using TContainer =
54 mapbox::util::variant<std::vector<float>, std::vector<int>, std::vector<unsigned char>, std::vector<int8_t>>;
Aron Virginas-Tarc82c8732019-10-24 17:07:43 +010055using QuantizationParams = std::pair<float, int32_t>;
56
57void PopulateTensorWithData(TContainer& tensorData,
58 unsigned int numElements,
59 const std::string& dataTypeStr,
60 const armnn::Optional<QuantizationParams>& qParams,
Jan Eilers45274902020-10-15 18:34:43 +010061 const armnn::Optional<std::string>& dataFile);
Aron Virginas-Tarc82c8732019-10-24 17:07:43 +010062
Jan Eilers45274902020-10-15 18:34:43 +010063/**
64 * Verifies if the given string is a valid path. Reports invalid paths to std::err.
65 * @param file string - A string containing the path to check
66 * @param expectFile bool - If true, checks for a regular file.
67 * @return bool - True if given string is a valid path., false otherwise.
68 * */
69bool ValidatePath(const std::string& file, const bool expectFile);
Aron Virginas-Tarc82c8732019-10-24 17:07:43 +010070
Jan Eilers45274902020-10-15 18:34:43 +010071/**
72 * Verifies if a given vector of strings are valid paths. Reports invalid paths to std::err.
73 * @param fileVec vector of string - A vector of string containing the paths to check
74 * @param expectFile bool - If true, checks for a regular file.
75 * @return bool - True if all given strings are valid paths., false otherwise.
76 * */
Finn Williams56870182020-11-20 13:57:53 +000077bool ValidatePaths(const std::vector<std::string>& fileVec, const bool expectFile);
78
79template<typename T, typename TParseElementFunc>
80std::vector<T> ParseArrayImpl(std::istream& stream, TParseElementFunc parseElementFunc, const char* chars = "\t ,:")
81{
82 std::vector<T> result;
83 // Processes line-by-line.
84 std::string line;
85 while (std::getline(stream, line))
86 {
87 std::vector<std::string> tokens = armnn::stringUtils::StringTokenizer(line, chars);
88 for (const std::string& token : tokens)
89 {
90 if (!token.empty()) // See https://stackoverflow.com/questions/10437406/
91 {
92 try
93 {
94 result.push_back(parseElementFunc(token));
95 }
96 catch (const std::exception&)
97 {
98 ARMNN_LOG(error) << "'" << token << "' is not a valid number. It has been ignored.";
99 }
100 }
101 }
102 }
103
104 return result;
105}
106
107template <typename T, typename TParseElementFunc>
108void PopulateTensorWithDataGeneric(std::vector<T>& tensorData,
109 unsigned int numElements,
110 const armnn::Optional<std::string>& dataFile,
111 TParseElementFunc parseFunction)
112{
113 const bool readFromFile = dataFile.has_value() && !dataFile.value().empty();
114
115 std::ifstream inputTensorFile;
116 if (readFromFile)
117 {
118 inputTensorFile = std::ifstream(dataFile.value());
119 }
120
121 tensorData = readFromFile ?
122 ParseArrayImpl<T>(inputTensorFile, parseFunction) :
123 std::vector<T>(numElements, static_cast<T>(0));
124}