Files
allwpilib/sysid/src/main/native/cpp/view/DataSelector.cpp
Peter Johnson 75b2fa1cc3 [sysid] Data selector: use timestamps instead of ranges (#6193)
This is somewhat slower, but handles data files that are organized
differently (e.g. entries grouped instead of purely sorted by time).
2024-01-10 20:13:19 -08:00

271 lines
8.2 KiB
C++

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