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committed by
Peter Johnson
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commit
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312
tools/sysid/src/main/native/cpp/view/DataSelector.cpp
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312
tools/sysid/src/main/native/cpp/view/DataSelector.cpp
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// Copyright (c) FIRST and other WPILib contributors.
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// Open Source Software; you can modify and/or share it under the terms of
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// the WPILib BSD license file in the root directory of this project.
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#include "sysid/view/DataSelector.h"
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#include <algorithm>
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#include <string>
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#include <string_view>
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#include <utility>
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#include <vector>
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#include <fmt/format.h>
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#include <imgui.h>
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#include <wpi/Logger.h>
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#include <wpi/StringExtras.h>
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#include <wpi/datalog/DataLogReader.h>
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#include <wpi/datalog/DataLogReaderThread.h>
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#include "sysid/Util.h"
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#include "sysid/analysis/AnalysisType.h"
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#include "sysid/analysis/Storage.h"
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using namespace sysid;
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static constexpr const char* kAnalysisTypes[] = {"Elevator", "Arm", "Simple"};
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static bool EmitEntryTarget(const char* name, bool isString,
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const wpi::log::DataLogReaderEntry** entry) {
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if (*entry) {
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auto text =
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fmt::format("{}: {} ({})", name, (*entry)->name, (*entry)->type);
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ImGui::TextUnformatted(text.c_str());
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} else {
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ImGui::Text("%s: <none (DROP HERE)> (%s)", name,
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isString ? "string" : "number");
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}
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bool rv = false;
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if (ImGui::BeginDragDropTarget()) {
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if (const ImGuiPayload* payload = ImGui::AcceptDragDropPayload(
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isString ? "DataLogEntryString" : "DataLogEntry")) {
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assert(payload->DataSize == sizeof(const wpi::log::DataLogReaderEntry*));
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*entry =
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*static_cast<const wpi::log::DataLogReaderEntry**>(payload->Data);
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rv = true;
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}
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ImGui::EndDragDropTarget();
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}
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return rv;
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}
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void DataSelector::Display() {
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using namespace std::chrono_literals;
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// building test data is modal (due to async access)
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if (m_testdataFuture.valid()) {
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if (m_testdataFuture.wait_for(0s) == std::future_status::ready) {
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TestData data = m_testdataFuture.get();
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for (auto&& motordata : data.motorData) {
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m_testdataStats.emplace_back(
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fmt::format("Test State: {}", motordata.first));
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int i = 0;
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for (auto&& run : motordata.second.runs) {
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m_testdataStats.emplace_back(fmt::format(
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" Run {} samples: {} Volt {} Pos {} Vel", ++i,
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run.voltage.size(), run.position.size(), run.velocity.size()));
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}
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}
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if (testdata) {
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testdata(std::move(data));
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}
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}
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ImGui::Text("Loading data...");
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return;
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}
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if (!m_testdataStats.empty()) {
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for (auto&& line : m_testdataStats) {
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ImGui::TextUnformatted(line.c_str());
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}
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if (ImGui::Button("Ok")) {
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m_testdataStats.clear();
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}
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return;
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}
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if (EmitEntryTarget("Test State", true, &m_testStateEntry)) {
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m_testsFuture =
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std::async(std::launch::async, [testStateEntry = m_testStateEntry] {
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return LoadTests(*testStateEntry);
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});
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}
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if (!m_testStateEntry) {
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return;
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}
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if (m_testsFuture.valid() &&
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m_testsFuture.wait_for(0s) == std::future_status::ready) {
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m_tests = m_testsFuture.get();
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for (auto it = m_tests.begin(); it != m_tests.end();) {
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if (it->first != "quasistatic" && it->first != "dynamic") {
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WPI_WARNING(m_logger, "Unrecognized test {}, removing", it->first);
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it = m_tests.erase(it);
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continue;
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}
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for (auto it2 = it->second.begin(); it2 != it->second.end();) {
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auto direction = wpi::rsplit(it2->first, '-').second;
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if (direction != "forward" && direction != "reverse") {
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WPI_WARNING(m_logger, "Unrecognized direction {}, removing",
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direction);
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it2 = it->second.erase(it2);
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continue;
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}
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WPI_INFO(m_logger, "Loaded test state {}", it2->first);
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m_executedTests.insert(it2->first);
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++it2;
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}
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if (it->second.empty()) {
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WPI_WARNING(m_logger, "No data for test {}, removing", it->first);
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it = m_tests.erase(it);
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continue;
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}
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++it;
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}
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WPI_INFO(m_logger, "Loaded {} tests", m_tests.size());
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}
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if (m_tests.empty()) {
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if (m_testsFuture.valid()) {
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ImGui::TextUnformatted("Reading tests...");
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} else {
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ImGui::TextUnformatted("No tests found");
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}
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return;
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}
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if (m_executedTests.size() < 4 && !m_testCountValidated) {
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for (auto test : kValidTests) {
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if (!m_executedTests.contains(test)) {
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m_missingTests.push_back(test);
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m_testCountValidated = true;
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}
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}
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}
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#if 0
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// Test filtering
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if (ImGui::BeginCombo("Test", m_selectedTest.c_str())) {
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for (auto&& test : m_tests) {
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if (ImGui::Selectable(test.first.c_str(), test.first == m_selectedTest)) {
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m_selectedTest = test.first;
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}
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}
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ImGui::EndCombo();
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}
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#endif
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ImGui::Combo("Analysis Type", &m_selectedAnalysis, kAnalysisTypes,
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IM_ARRAYSIZE(kAnalysisTypes));
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// DND targets
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EmitEntryTarget("Velocity", false, &m_velocityEntry);
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EmitEntryTarget("Position", false, &m_positionEntry);
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EmitEntryTarget("Voltage", false, &m_voltageEntry);
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ImGui::SetNextItemWidth(ImGui::GetFontSize() * 7);
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ImGui::Combo("Units", &m_selectedUnit, kUnits, IM_ARRAYSIZE(kUnits));
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ImGui::InputDouble("Velocity scaling", &m_velocityScale);
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ImGui::InputDouble("Position scaling", &m_positionScale);
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if (/*!m_selectedTest.empty() &&*/ m_velocityEntry && m_positionEntry &&
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m_voltageEntry) {
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if (ImGui::Button("Load")) {
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m_testdataFuture =
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std::async(std::launch::async, [this] { return BuildTestData(); });
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}
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}
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}
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void DataSelector::Reset() {
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m_testsFuture = {};
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m_tests.clear();
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m_selectedTest.clear();
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m_testStateEntry = nullptr;
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m_velocityEntry = nullptr;
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m_positionEntry = nullptr;
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m_voltageEntry = nullptr;
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m_testdataFuture = {};
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}
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DataSelector::Tests DataSelector::LoadTests(
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const wpi::log::DataLogReaderEntry& testStateEntry) {
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Tests tests;
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for (auto&& range : testStateEntry.ranges) {
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std::string_view prevState;
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Runs* curRuns = nullptr;
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wpi::log::DataLogReader::iterator lastStart = range.begin();
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int64_t ts = lastStart->GetTimestamp();
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for (auto it = range.begin(), end = range.end(); it != end; ++it) {
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ts = it->GetTimestamp();
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std::string_view testState;
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if (it->GetEntry() != testStateEntry.entry ||
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!it->GetString(&testState)) {
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continue;
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}
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// track runs as iterator ranges of the same test
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if (testState != prevState) {
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if (curRuns) {
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curRuns->emplace_back(lastStart->GetTimestamp(), ts);
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}
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lastStart = it;
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}
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prevState = testState;
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if (testState == "none") {
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curRuns = nullptr;
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continue;
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}
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auto [testName, direction] = wpi::rsplit(testState, '-');
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auto testIt = tests.find(testName);
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if (testIt == tests.end()) {
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testIt = tests.emplace(std::string{testName}, State{}).first;
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}
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auto stateIt = testIt->second.find(testState);
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if (stateIt == testIt->second.end()) {
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stateIt = testIt->second.emplace(std::string{testState}, Runs{}).first;
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}
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curRuns = &stateIt->second;
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}
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if (curRuns) {
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curRuns->emplace_back(lastStart->GetTimestamp(), ts);
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}
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}
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return tests;
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}
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template <typename T>
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static void AddSamples(std::vector<MotorData::Run::Sample<T>>& samples,
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const std::vector<std::pair<int64_t, double>>& data,
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int64_t tsbegin, int64_t tsend) {
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// data is sorted, so do a binary search for tsbegin and tsend
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auto begin = std::lower_bound(
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data.begin(), data.end(), tsbegin,
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[](const auto& datapoint, double val) { return datapoint.first < val; });
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auto end = std::lower_bound(
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begin, data.end(), tsend,
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[](const auto& datapoint, double val) { return datapoint.first < val; });
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for (auto it = begin; it != end; ++it) {
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samples.emplace_back(units::second_t{it->first * 1.0e-6}, T{it->second});
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}
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}
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static std::vector<std::pair<int64_t, double>> GetData(
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const wpi::log::DataLogReaderEntry& entry, double scale) {
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std::vector<std::pair<int64_t, double>> rv;
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bool isDouble = entry.type == "double";
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for (auto&& range : entry.ranges) {
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for (auto&& record : range) {
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if (record.GetEntry() != entry.entry) {
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continue;
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}
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if (isDouble) {
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double val;
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if (record.GetDouble(&val)) {
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rv.emplace_back(record.GetTimestamp(), val * scale);
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}
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} else {
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float val;
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if (record.GetFloat(&val)) {
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rv.emplace_back(record.GetTimestamp(),
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static_cast<double>(val * scale));
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}
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}
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}
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}
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std::sort(rv.begin(), rv.end(),
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[](const auto& a, const auto& b) { return a.first < b.first; });
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return rv;
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}
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TestData DataSelector::BuildTestData() {
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TestData data;
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data.distanceUnit = kUnits[m_selectedUnit];
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data.mechanismType = analysis::FromName(kAnalysisTypes[m_selectedAnalysis]);
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// read and sort the entire dataset first; this is memory hungry but
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// dramatically speeds up splitting it into runs.
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auto voltageData = GetData(*m_voltageEntry, 1.0);
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auto positionData = GetData(*m_positionEntry, m_positionScale);
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auto velocityData = GetData(*m_velocityEntry, m_velocityScale);
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for (auto&& test : m_tests) {
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for (auto&& state : test.second) {
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auto& motorData = data.motorData[state.first];
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for (auto [tsbegin, tsend] : state.second) {
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auto& run = motorData.runs.emplace_back();
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AddSamples(run.voltage, voltageData, tsbegin, tsend);
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AddSamples(run.position, positionData, tsbegin, tsend);
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AddSamples(run.velocity, velocityData, tsbegin, tsend);
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}
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}
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}
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return data;
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}
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