Rework radar system

This commit is contained in:
Ayzen
2026-10-06 12:32:26 +03:00
parent 552cdc688a
commit 5bb86b7165
299 changed files with 13537 additions and 27763 deletions
@@ -0,0 +1,55 @@
#pragma once
#include <span>
#include <string>
#include <unordered_map>
#include <vector>
#include "shared_types.hpp"
namespace radar::preprocessing {
struct ChannelTrace {
std::vector<float> frequency_hz{};
std::vector<ipc::Complex32> samples{};
};
class S21CalibrationBundle {
public:
void load(const std::string& path);
void validate_combos(const std::vector<ipc::ComboKey>& combos) const;
void apply(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
std::span<ipc::Complex32> measured
) const;
private:
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> traces_by_combo_{};
};
class S21ReferenceBundle {
public:
// Load and through-calibrate the active references once at startup.
void load(const std::string& path, const S21CalibrationBundle& calibration,
const std::vector<ipc::ComboKey>& combos);
void apply(ipc::SweepTraceBlock& trace) const;
private:
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> traces_by_combo_{};
};
// Object-derived MIMO correction, exported on each pair's runtime frequency grid.
// An empty path disables it; enabled bundles must cover every active pair.
class S21ObjectCalibrationBundle {
public:
void load(const std::string& path);
void validate_combos(const std::vector<ipc::ComboKey>& combos) const;
void apply(ipc::SweepTraceBlock& trace) const;
private:
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> factors_by_combo_{};
};
} // namespace radar::preprocessing
@@ -0,0 +1,255 @@
#include "channel_bundle_support.hpp"
#include <algorithm>
#include <cmath>
#include <complex>
#include <cstddef>
#include <cstdint>
#include <fstream>
#include <iterator>
#include <limits>
#include <span>
#include <stdexcept>
#include <string>
#include <unordered_map>
#include <utility>
#include <vector>
namespace radar::preprocessing {
namespace {
constexpr float kFrequencyRelativeTolerance = 1e-5F;
constexpr float kFrequencyAbsoluteTolerance = 1e-3F;
[[nodiscard]] auto combo_to_string(const ipc::ComboKey& combo) -> std::string {
return "input=" + std::to_string(combo.input_pos) + " output=" + std::to_string(combo.output_pos);
}
[[nodiscard]] auto read_binary_file(const std::string& path, const std::string& bundle_label)
-> std::vector<std::uint8_t> {
std::ifstream stream(path, std::ios::binary);
if (!stream.is_open()) {
throw std::runtime_error("Failed to open " + bundle_label + " bundle: " + path);
}
return std::vector<std::uint8_t>(std::istreambuf_iterator<char>(stream), std::istreambuf_iterator<char>());
}
void validate_channel_trace_layout(
const ChannelTrace& trace,
const std::string& trace_label,
const ipc::ComboKey& combo
) {
if (trace.frequency_hz.size() != trace.samples.size()) {
throw std::runtime_error(
trace_label + " frequency/channel vector size mismatch for combo " + combo_to_string(combo)
);
}
for (std::size_t i = 0; i < trace.samples.size(); ++i) {
if (!std::isfinite(trace.frequency_hz[i]) || !std::isfinite(trace.samples[i].re)
|| !std::isfinite(trace.samples[i].im)) {
throw std::runtime_error(trace_label + " contains non-finite values for combo " + combo_to_string(combo));
}
}
}
[[nodiscard]] auto frequency_axes_match(std::span<const float> left, std::span<const float> right) -> bool {
if (left.size() != right.size()) {
return false;
}
for (std::size_t index = 0; index < left.size(); ++index) {
if (!std::isfinite(left[index]) || !std::isfinite(right[index])) {
return false;
}
const auto delta = std::fabs(left[index] - right[index]);
const auto scale = std::max(std::fabs(left[index]), std::fabs(right[index]));
const auto tolerance = std::max(kFrequencyAbsoluteTolerance, scale * kFrequencyRelativeTolerance);
if (delta > tolerance) {
return false;
}
}
return true;
}
void ensure_frequency_axis_match(
std::span<const float> expected,
std::span<const float> actual,
const std::string& label
) {
if (!frequency_axes_match(expected, actual)) {
throw std::runtime_error(label + " frequency axis mismatch");
}
}
[[nodiscard]] auto to_channel_trace(
const ipc::SweepTraceBlock& trace,
const std::string& bundle_label
) -> ChannelTrace {
if (trace.frequency_hz.empty()) {
throw std::runtime_error(bundle_label + " trace contains no frequency samples");
}
ChannelTrace channel_trace{};
channel_trace.frequency_hz = trace.frequency_hz;
channel_trace.samples = trace.s21;
validate_channel_trace_layout(channel_trace, bundle_label + " trace", trace.combo);
return channel_trace;
}
[[nodiscard]] auto load_channel_traces(
const std::string& path,
const std::string& bundle_label
) -> std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> {
const auto bytes = read_binary_file(path, bundle_label);
if (bytes.empty()) {
throw std::runtime_error(bundle_label + " bundle is empty: " + path);
}
const auto collection = ipc::deserialize_raw_collection(bytes);
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> traces_by_combo{};
traces_by_combo.reserve(collection.traces.size());
for (const auto& trace : collection.traces) {
// #47: reject duplicate combos instead of silently overwriting an earlier trace.
const auto inserted =
traces_by_combo.insert({trace.combo, to_channel_trace(trace, bundle_label)});
if (!inserted.second) {
throw std::runtime_error(
bundle_label + " bundle contains duplicate combo " + combo_to_string(trace.combo) + ": " + path
);
}
}
if (traces_by_combo.empty()) {
throw std::runtime_error(bundle_label + " bundle does not contain traces: " + path);
}
return traces_by_combo;
}
void validate_bundle_combos(
const std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash>& traces_by_combo,
const std::vector<ipc::ComboKey>& combos,
const std::string& bundle_label
) {
if (traces_by_combo.empty()) {
return;
}
for (const auto& combo : combos) {
if (!traces_by_combo.contains(combo)) {
throw std::runtime_error(bundle_label + " is missing combo " + combo_to_string(combo));
}
}
}
template <typename TValue>
auto resolve_required(
const std::unordered_map<ipc::ComboKey, TValue, ipc::ComboKeyHash>& values_by_combo,
const ipc::ComboKey& combo,
const char* value_label
) -> const TValue& {
const auto found = values_by_combo.find(combo);
if (found == values_by_combo.end()) {
throw std::runtime_error(std::string(value_label) + " is missing for combo " + combo_to_string(combo));
}
return found->second;
}
} // namespace
void S21CalibrationBundle::load(const std::string& path) {
if (path.empty()) {
throw std::runtime_error("S21 calibration bundle path must not be empty");
}
traces_by_combo_ = load_channel_traces(path, "S21 calibration");
}
void S21CalibrationBundle::validate_combos(const std::vector<ipc::ComboKey>& combos) const {
validate_bundle_combos(traces_by_combo_, combos, "S21 calibration bundle");
}
void S21CalibrationBundle::apply(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
std::span<ipc::Complex32> measured
) const {
const auto& calibration_trace = resolve_required(traces_by_combo_, combo, "S21 calibration trace");
ensure_frequency_axis_match(calibration_trace.frequency_hz, frequency_hz, "S21 calibration");
if (measured.size() != calibration_trace.samples.size()) {
throw std::runtime_error("S21 calibration vector size mismatch");
}
constexpr float epsilon = 1e-12F;
for (std::size_t index = 0; index < measured.size(); ++index) {
const auto standard = calibration_trace.samples[index];
const float magnitude_squared = standard.re * standard.re + standard.im * standard.im;
if (magnitude_squared > epsilon) {
const auto value = measured[index];
measured[index] = {
(value.re * standard.re + value.im * standard.im) / magnitude_squared,
(value.im * standard.re - value.re * standard.im) / magnitude_squared,
};
}
}
}
void S21ReferenceBundle::load(
const std::string& path,
const S21CalibrationBundle& calibration,
const std::vector<ipc::ComboKey>& combos
) {
const auto raw = load_channel_traces(path, "S21 reference");
decltype(traces_by_combo_) calibrated;
for (const auto& combo : combos) {
auto trace = resolve_required(raw, combo, "S21 reference");
calibration.apply(combo, trace.frequency_hz, trace.samples);
validate_channel_trace_layout(trace, "Calibrated S21 reference", combo);
calibrated.emplace(combo, std::move(trace));
}
traces_by_combo_ = std::move(calibrated);
}
void S21ReferenceBundle::apply(ipc::SweepTraceBlock& trace) const {
const auto& reference = resolve_required(traces_by_combo_, trace.combo, "Calibrated S21 reference");
ensure_frequency_axis_match(reference.frequency_hz, trace.frequency_hz, "S21 reference");
if (trace.s21.size() != reference.samples.size()) {
throw std::runtime_error("S21 reference point count mismatch");
}
for (std::size_t index = 0; index < trace.s21.size(); ++index) {
trace.s21[index].re -= reference.samples[index].re;
trace.s21[index].im -= reference.samples[index].im;
}
}
void S21ObjectCalibrationBundle::load(const std::string& path) {
if (path.empty()) {
factors_by_combo_.clear();
return;
}
factors_by_combo_ = load_channel_traces(path, "S21 object calibration");
}
void S21ObjectCalibrationBundle::validate_combos(const std::vector<ipc::ComboKey>& combos) const {
validate_bundle_combos(factors_by_combo_, combos, "S21 object calibration bundle");
}
void S21ObjectCalibrationBundle::apply(ipc::SweepTraceBlock& trace) const {
if (factors_by_combo_.empty()) { return; }
const auto& factors = resolve_required(factors_by_combo_, trace.combo, "S21 object calibration");
ensure_frequency_axis_match(factors.frequency_hz, trace.frequency_hz, "S21 object calibration");
if (trace.s21.size() != factors.samples.size()) {
throw std::runtime_error("S21 object calibration vector size mismatch");
}
for (std::size_t index = 0; index < trace.s21.size(); ++index) {
const auto value = trace.s21[index];
const auto factor = factors.samples[index];
const auto corrected = std::complex<double>(value.re, value.im) * std::complex<double>(factor.re, factor.im);
if (!std::isfinite(corrected.real()) || !std::isfinite(corrected.imag()) ||
std::abs(corrected.real()) > std::numeric_limits<float>::max() ||
std::abs(corrected.imag()) > std::numeric_limits<float>::max()) {
throw std::runtime_error("S21 object calibration result must fit finite float32");
}
trace.s21[index] = {.re = static_cast<float>(corrected.real()), .im = static_cast<float>(corrected.imag())};
}
}
} // namespace radar::preprocessing
@@ -1,51 +0,0 @@
#pragma once
#include <memory>
#include <span>
#include <string>
#include <vector>
#include "calibrator_interface.hpp"
#include "channel_bundle_support.hpp"
#include "shared_types.hpp"
namespace radar::preprocessing {
class CalibrationMaster {
public:
// `s21_calibrator` encapsulates the S21 calibration algorithm.
explicit CalibrationMaster(std::unique_ptr<CalibratorInterface> s21_calibrator);
// Loads a serialized raw sweep bundle with one S21 calibration standard per combo.
void load_s21_calibration_bundle(const std::string& path);
// Loads optional one-port OSL calibration data for S11 from raw sweep bundles.
void load_s11_calibration_bundle(
const std::string& open_path,
const std::string& short_path,
const std::string& load_path
);
// Ensures all runtime combos are present in loaded standards.
void validate_combos(const std::vector<ipc::ComboKey>& combos) const;
// Applies both channel calibrations to one measured trace.
[[nodiscard]] auto apply_to_trace(const ipc::SweepTraceBlock& measured_trace) const -> ipc::SweepTraceBlock;
[[nodiscard]] auto apply_s21(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& measured_s21
) const -> std::vector<ipc::Complex32>;
[[nodiscard]] auto apply_s11(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& measured_s11
) const -> std::vector<ipc::Complex32>;
[[nodiscard]] auto has_s11_calibration() const noexcept -> bool;
private:
std::unique_ptr<CalibratorInterface> s21_calibrator_;
S21CalibrationBundle s21_calibration_bundle_{};
S11CalibrationBundle s11_calibration_bundle_{};
};
[[nodiscard]] auto make_s21_through_calibrator() -> std::unique_ptr<CalibratorInterface>;
} // namespace radar::preprocessing
@@ -1,21 +0,0 @@
#pragma once
#include <string>
#include <vector>
#include "shared_types.hpp"
namespace radar::preprocessing {
class CalibratorInterface {
public:
virtual ~CalibratorInterface() = default;
[[nodiscard]] virtual auto name() const -> std::string = 0;
[[nodiscard]] virtual auto apply(
const std::vector<ipc::Complex32>& measured,
const std::vector<ipc::Complex32>& calibration
) const -> std::vector<ipc::Complex32> = 0;
};
} // namespace radar::preprocessing
@@ -1,106 +0,0 @@
#pragma once
#include <span>
#include <string>
#include <unordered_map>
#include <vector>
#include "shared_types.hpp"
namespace radar::preprocessing {
class CalibratorInterface;
struct ChannelTrace {
std::vector<float> frequency_hz{};
std::vector<ipc::Complex32> samples{};
};
void validate_channel_trace_layout(const ChannelTrace& trace, const std::string& label, const ipc::ComboKey& combo);
[[nodiscard]] auto frequency_axes_match(std::span<const float> left, std::span<const float> right) -> bool;
class S21CalibrationBundle {
public:
void load(const std::string& path);
[[nodiscard]] auto is_enabled() const noexcept -> bool;
void validate_combos(const std::vector<ipc::ComboKey>& combos) const;
[[nodiscard]] auto apply(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& measured,
const CalibratorInterface& calibrator
) const -> std::vector<ipc::Complex32>;
private:
[[nodiscard]] auto resolve(const ipc::ComboKey& combo) const -> const ChannelTrace&;
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> traces_by_combo_{};
};
class S21ReferenceBundle {
public:
void load(const std::string& path);
[[nodiscard]] auto is_enabled() const noexcept -> bool;
void validate_combos(const std::vector<ipc::ComboKey>& combos) const;
[[nodiscard]] auto resolve(const ipc::ComboKey& combo) const -> const ChannelTrace&;
private:
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> traces_by_combo_{};
};
// Object-derived MIMO correction, exported on each pair's runtime frequency grid.
// An empty path disables it; enabled bundles must cover every active pair.
class S21ObjectCalibrationBundle {
public:
void load(const std::string& path);
void validate_combos(const std::vector<ipc::ComboKey>& combos) const;
void apply(ipc::SweepTraceBlock& trace) const;
private:
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> factors_by_combo_{};
};
class S11CalibrationBundle {
public:
struct Coefficients {
std::vector<float> frequency_hz{};
std::vector<ipc::Complex32> directivity{};
std::vector<ipc::Complex32> source_match{};
std::vector<ipc::Complex32> reflection_tracking{};
};
void load(
const std::string& open_path,
const std::string& short_path,
const std::string& load_path
);
[[nodiscard]] auto is_enabled() const noexcept -> bool;
void validate_combos(const std::vector<ipc::ComboKey>& combos) const;
[[nodiscard]] auto apply(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& measured
) const -> std::vector<ipc::Complex32>;
private:
[[nodiscard]] auto resolve(const ipc::ComboKey& combo) const -> const Coefficients&;
std::unordered_map<ipc::ComboKey, Coefficients, ipc::ComboKeyHash> coefficients_by_combo_{};
};
class S11ReferenceBundle {
public:
void load(const std::string& path);
[[nodiscard]] auto is_enabled() const noexcept -> bool;
void validate_combos(const std::vector<ipc::ComboKey>& combos) const;
[[nodiscard]] auto resolve(const ipc::ComboKey& combo) const -> const ChannelTrace&;
private:
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> traces_by_combo_{};
};
} // namespace radar::preprocessing
@@ -1,63 +0,0 @@
#include "calibration_master.hpp"
#include <stdexcept>
namespace radar::preprocessing {
CalibrationMaster::CalibrationMaster(std::unique_ptr<CalibratorInterface> s21_calibrator)
: s21_calibrator_(std::move(s21_calibrator)) {
if (!s21_calibrator_) {
throw std::runtime_error("CalibrationMaster requires a non-null calibrator");
}
}
void CalibrationMaster::load_s21_calibration_bundle(const std::string& path) {
s21_calibration_bundle_.load(path);
}
void CalibrationMaster::load_s11_calibration_bundle(
const std::string& open_path,
const std::string& short_path,
const std::string& load_path
) {
s11_calibration_bundle_.load(open_path, short_path, load_path);
}
void CalibrationMaster::validate_combos(const std::vector<ipc::ComboKey>& combos) const {
s21_calibration_bundle_.validate_combos(combos);
s11_calibration_bundle_.validate_combos(combos);
}
auto CalibrationMaster::apply_to_trace(const ipc::SweepTraceBlock& measured_trace) const -> ipc::SweepTraceBlock {
ipc::SweepTraceBlock output{};
output.combo = measured_trace.combo;
output.frequency_hz = measured_trace.frequency_hz;
output.s21 = apply_s21(measured_trace.combo, measured_trace.frequency_hz, measured_trace.s21);
output.s11 = apply_s11(measured_trace.combo, measured_trace.frequency_hz, measured_trace.s11);
// Calibration reshapes the samples, not when they were measured.
output.capture_start_ns = measured_trace.capture_start_ns;
output.capture_end_ns = measured_trace.capture_end_ns;
return output;
}
auto CalibrationMaster::apply_s21(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& measured_s21
) const -> std::vector<ipc::Complex32> {
return s21_calibration_bundle_.apply(combo, frequency_hz, measured_s21, *s21_calibrator_);
}
auto CalibrationMaster::apply_s11(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& measured_s11
) const -> std::vector<ipc::Complex32> {
return s11_calibration_bundle_.apply(combo, frequency_hz, measured_s11);
}
auto CalibrationMaster::has_s11_calibration() const noexcept -> bool {
return s11_calibration_bundle_.is_enabled();
}
} // namespace radar::preprocessing
@@ -1,494 +0,0 @@
#include "channel_bundle_support.hpp"
#include <algorithm>
#include <cmath>
#include <complex>
#include <cstddef>
#include <cstdint>
#include <fstream>
#include <iostream>
#include <iterator>
#include <limits>
#include <span>
#include <stdexcept>
#include <string>
#include <unordered_map>
#include <utility>
#include <vector>
#include "calibrator_interface.hpp"
namespace radar::preprocessing {
namespace {
enum class RawTraceChannel {
S11,
S21,
};
constexpr float kFrequencyRelativeTolerance = 1e-5F;
constexpr float kFrequencyAbsoluteTolerance = 1e-3F;
constexpr float kComplexMagnitudeSquaredEpsilon = 1e-12F;
// #30: OSL denominator must be well conditioned relative to the magnitudes of the terms forming it.
constexpr float kOslRelativeConditioning = 1e-6F;
// #30: maximum fraction of degenerate (fallback) OSL points tolerated per combo before load fails.
constexpr float kOslMaxDegenerateFraction = 0.05F;
[[nodiscard]] auto combo_to_string(const ipc::ComboKey& combo) -> std::string {
return "input=" + std::to_string(combo.input_pos) + " output=" + std::to_string(combo.output_pos);
}
[[nodiscard]] auto read_binary_file(const std::string& path, const std::string& bundle_label)
-> std::vector<std::uint8_t> {
std::ifstream stream(path, std::ios::binary);
if (!stream.is_open()) {
throw std::runtime_error("Failed to open " + bundle_label + " bundle: " + path);
}
return std::vector<std::uint8_t>(std::istreambuf_iterator<char>(stream), std::istreambuf_iterator<char>());
}
void validate_raw_trace_layout(const ipc::SweepTraceBlock& trace, const std::string& trace_label) {
if (trace.frequency_hz.size() != trace.s11.size()) {
throw std::runtime_error(
trace_label + " frequency/S11 vector size mismatch for combo " + combo_to_string(trace.combo)
);
}
if (trace.frequency_hz.size() != trace.s21.size()) {
throw std::runtime_error(
trace_label + " frequency/S21 vector size mismatch for combo " + combo_to_string(trace.combo)
);
}
}
} // namespace
void validate_channel_trace_layout(
const ChannelTrace& trace,
const std::string& trace_label,
const ipc::ComboKey& combo
) {
if (trace.frequency_hz.size() != trace.samples.size()) {
throw std::runtime_error(
trace_label + " frequency/channel vector size mismatch for combo " + combo_to_string(combo)
);
}
for (std::size_t i = 0; i < trace.samples.size(); ++i) {
if (!std::isfinite(trace.frequency_hz[i]) || !std::isfinite(trace.samples[i].re)
|| !std::isfinite(trace.samples[i].im)) {
throw std::runtime_error(trace_label + " contains non-finite values for combo " + combo_to_string(combo));
}
}
}
[[nodiscard]] auto frequency_axes_match(std::span<const float> left, std::span<const float> right) -> bool {
if (left.size() != right.size()) {
return false;
}
for (std::size_t index = 0; index < left.size(); ++index) {
if (!std::isfinite(left[index]) || !std::isfinite(right[index])) {
return false;
}
const auto delta = std::fabs(left[index] - right[index]);
const auto scale = std::max(std::fabs(left[index]), std::fabs(right[index]));
const auto tolerance = std::max(kFrequencyAbsoluteTolerance, scale * kFrequencyRelativeTolerance);
if (delta > tolerance) {
return false;
}
}
return true;
}
namespace {
void ensure_frequency_axis_match(
std::span<const float> expected,
std::span<const float> actual,
const std::string& label
) {
if (!frequency_axes_match(expected, actual)) {
throw std::runtime_error(label + " frequency axis mismatch");
}
}
[[nodiscard]] auto to_std_complex(const ipc::Complex32& value) -> std::complex<float> {
return std::complex<float>(value.re, value.im);
}
[[nodiscard]] auto from_std_complex(const std::complex<float>& value) -> ipc::Complex32 {
return ipc::Complex32{
.re = value.real(),
.im = value.imag(),
};
}
[[nodiscard]] auto pick_channel_samples(const ipc::SweepTraceBlock& trace, RawTraceChannel channel)
-> const std::vector<ipc::Complex32>& {
if (channel == RawTraceChannel::S11) {
return trace.s11;
}
return trace.s21;
}
[[nodiscard]] auto to_channel_trace(
const ipc::SweepTraceBlock& trace,
RawTraceChannel channel,
const std::string& bundle_label
) -> ChannelTrace {
validate_raw_trace_layout(trace, bundle_label + " trace");
if (trace.frequency_hz.empty()) {
throw std::runtime_error(bundle_label + " trace contains no frequency samples");
}
ChannelTrace channel_trace{};
channel_trace.frequency_hz = trace.frequency_hz;
channel_trace.samples = pick_channel_samples(trace, channel);
validate_channel_trace_layout(channel_trace, bundle_label + " trace", trace.combo);
return channel_trace;
}
[[nodiscard]] auto load_channel_traces(
const std::string& path,
const std::string& bundle_label,
RawTraceChannel channel
) -> std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> {
const auto bytes = read_binary_file(path, bundle_label);
if (bytes.empty()) {
throw std::runtime_error(bundle_label + " bundle is empty: " + path);
}
const auto collection = ipc::deserialize_raw_collection(bytes);
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> traces_by_combo{};
traces_by_combo.reserve(collection.traces.size());
for (const auto& trace : collection.traces) {
// #47: reject duplicate combos instead of silently overwriting an earlier trace.
const auto inserted =
traces_by_combo.insert({trace.combo, to_channel_trace(trace, channel, bundle_label)});
if (!inserted.second) {
throw std::runtime_error(
bundle_label + " bundle contains duplicate combo " + combo_to_string(trace.combo) + ": " + path
);
}
}
if (traces_by_combo.empty()) {
throw std::runtime_error(bundle_label + " bundle does not contain traces: " + path);
}
return traces_by_combo;
}
void validate_bundle_combos(
const std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash>& traces_by_combo,
const std::vector<ipc::ComboKey>& combos,
const std::string& bundle_label
) {
if (traces_by_combo.empty()) {
return;
}
for (const auto& combo : combos) {
if (!traces_by_combo.contains(combo)) {
throw std::runtime_error(bundle_label + " is missing combo " + combo_to_string(combo));
}
}
}
template <typename TValue>
auto resolve_required(
const std::unordered_map<ipc::ComboKey, TValue, ipc::ComboKeyHash>& values_by_combo,
const ipc::ComboKey& combo,
const char* value_label
) -> const TValue& {
const auto found = values_by_combo.find(combo);
if (found == values_by_combo.end()) {
throw std::runtime_error(std::string(value_label) + " is missing for combo " + combo_to_string(combo));
}
return found->second;
}
void ensure_combo_coverage(
const std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash>& expected,
const std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash>& actual,
const std::string& expected_label,
const std::string& actual_label
) {
for (const auto& entry : expected) {
const auto& combo = entry.first;
if (!actual.contains(combo)) {
throw std::runtime_error(
actual_label + " is missing combo " + combo_to_string(combo) +
" required by " + expected_label
);
}
}
}
[[nodiscard]] auto solve_osl_coefficients(
const ipc::ComboKey& combo,
const ChannelTrace& open_trace,
const ChannelTrace& short_trace,
const ChannelTrace& load_trace
) -> S11CalibrationBundle::Coefficients {
validate_channel_trace_layout(open_trace, "S11 open calibration", combo);
validate_channel_trace_layout(short_trace, "S11 short calibration", combo);
validate_channel_trace_layout(load_trace, "S11 load calibration", combo);
ensure_frequency_axis_match(open_trace.frequency_hz, short_trace.frequency_hz, "S11 short calibration");
ensure_frequency_axis_match(open_trace.frequency_hz, load_trace.frequency_hz, "S11 load calibration");
S11CalibrationBundle::Coefficients coefficients{};
coefficients.frequency_hz = open_trace.frequency_hz;
coefficients.directivity.resize(open_trace.frequency_hz.size());
coefficients.source_match.resize(open_trace.frequency_hz.size());
coefficients.reflection_tracking.resize(open_trace.frequency_hz.size());
// #30: track degenerate points so silently-substituted fallback coefficients cannot pass unnoticed.
std::size_t degenerate_points = 0;
for (std::size_t index = 0; index < open_trace.frequency_hz.size(); ++index) {
const auto load = to_std_complex(load_trace.samples[index]);
const auto open_delta = to_std_complex(open_trace.samples[index]) - load;
const auto short_delta = to_std_complex(short_trace.samples[index]) - load;
const auto denominator = open_delta - short_delta;
// #30: require the denominator to be well conditioned both absolutely and relative to the
// magnitudes of the open/short deltas it is formed from, so near-cancellations are rejected.
const auto denominator_norm = std::norm(denominator);
const auto relative_scale = std::max(std::norm(open_delta), std::norm(short_delta));
const auto relative_threshold = relative_scale * (kOslRelativeConditioning * kOslRelativeConditioning);
std::complex<float> source_match = std::complex<float>(0.0F, 0.0F);
std::complex<float> reflection_tracking = std::complex<float>(1.0F, 0.0F);
if (denominator_norm > kComplexMagnitudeSquaredEpsilon && denominator_norm > relative_threshold) {
source_match = (open_delta + short_delta) / denominator;
reflection_tracking = open_delta * (std::complex<float>(1.0F, 0.0F) - source_match);
} else {
// #30: degenerate point — log the offending combo/frequency and fall back to a pass-through.
++degenerate_points;
std::cerr << "S11 calibration: degenerate OSL point for combo " << combo_to_string(combo)
<< " at " << open_trace.frequency_hz[index] << " Hz (ill-conditioned denominator)\n";
}
coefficients.directivity[index] = load_trace.samples[index];
coefficients.source_match[index] = from_std_complex(source_match);
coefficients.reflection_tracking[index] = from_std_complex(reflection_tracking);
}
// #30: refuse to load a calibration whose per-combo fallback fraction exceeds the tolerated threshold.
if (!open_trace.frequency_hz.empty()) {
const auto degenerate_fraction =
static_cast<float>(degenerate_points) / static_cast<float>(open_trace.frequency_hz.size());
if (degenerate_fraction > kOslMaxDegenerateFraction) {
throw std::runtime_error(
"S11 calibration for combo " + combo_to_string(combo) + " has " +
std::to_string(degenerate_points) + " of " +
std::to_string(open_trace.frequency_hz.size()) +
" degenerate OSL points (fraction exceeds tolerance)"
);
}
}
return coefficients;
}
} // namespace
void S21CalibrationBundle::load(const std::string& path) {
if (path.empty()) {
throw std::runtime_error("S21 calibration bundle path must not be empty");
}
traces_by_combo_ = load_channel_traces(path, "S21 calibration", RawTraceChannel::S21);
}
auto S21CalibrationBundle::is_enabled() const noexcept -> bool {
return !traces_by_combo_.empty();
}
void S21CalibrationBundle::validate_combos(const std::vector<ipc::ComboKey>& combos) const {
validate_bundle_combos(traces_by_combo_, combos, "S21 calibration bundle");
}
auto S21CalibrationBundle::apply(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& measured,
const CalibratorInterface& calibrator
) const -> std::vector<ipc::Complex32> {
const auto& calibration_trace = resolve(combo);
ensure_frequency_axis_match(calibration_trace.frequency_hz, frequency_hz, "S21 calibration");
if (measured.size() != calibration_trace.samples.size()) {
throw std::runtime_error("S21 calibration vector size mismatch");
}
return calibrator.apply(measured, calibration_trace.samples);
}
auto S21CalibrationBundle::resolve(const ipc::ComboKey& combo) const -> const ChannelTrace& {
return resolve_required(traces_by_combo_, combo, "S21 calibration trace");
}
void S21ReferenceBundle::load(const std::string& path) {
if (path.empty()) {
throw std::runtime_error("S21 reference bundle path must not be empty");
}
traces_by_combo_ = load_channel_traces(path, "S21 reference", RawTraceChannel::S21);
}
auto S21ReferenceBundle::is_enabled() const noexcept -> bool {
return !traces_by_combo_.empty();
}
void S21ReferenceBundle::validate_combos(const std::vector<ipc::ComboKey>& combos) const {
validate_bundle_combos(traces_by_combo_, combos, "S21 reference bundle");
}
auto S21ReferenceBundle::resolve(const ipc::ComboKey& combo) const -> const ChannelTrace& {
return resolve_required(traces_by_combo_, combo, "S21 reference trace");
}
void S21ObjectCalibrationBundle::load(const std::string& path) {
if (path.empty()) {
factors_by_combo_.clear();
return;
}
factors_by_combo_ = load_channel_traces(path, "S21 object calibration", RawTraceChannel::S21);
}
void S21ObjectCalibrationBundle::validate_combos(const std::vector<ipc::ComboKey>& combos) const {
validate_bundle_combos(factors_by_combo_, combos, "S21 object calibration bundle");
}
void S21ObjectCalibrationBundle::apply(ipc::SweepTraceBlock& trace) const {
if (factors_by_combo_.empty()) { return; }
const auto& factors = resolve_required(factors_by_combo_, trace.combo, "S21 object calibration");
ensure_frequency_axis_match(factors.frequency_hz, trace.frequency_hz, "S21 object calibration");
if (trace.s21.size() != factors.samples.size()) {
throw std::runtime_error("S21 object calibration vector size mismatch");
}
for (std::size_t index = 0; index < trace.s21.size(); ++index) {
const auto value = trace.s21[index];
const auto factor = factors.samples[index];
const auto corrected = std::complex<double>(value.re, value.im) * std::complex<double>(factor.re, factor.im);
if (!std::isfinite(corrected.real()) || !std::isfinite(corrected.imag()) ||
std::abs(corrected.real()) > std::numeric_limits<float>::max() ||
std::abs(corrected.imag()) > std::numeric_limits<float>::max()) {
throw std::runtime_error("S21 object calibration result must fit finite float32");
}
trace.s21[index] = {.re = static_cast<float>(corrected.real()), .im = static_cast<float>(corrected.imag())};
}
}
void S11CalibrationBundle::load(
const std::string& open_path,
const std::string& short_path,
const std::string& load_path
) {
if (open_path.empty() && short_path.empty() && load_path.empty()) {
coefficients_by_combo_.clear();
// #38: S11 calibration disabled because no OSL paths were provided; surface it instead of silently skipping.
std::cerr << "S11 calibration: no open/short/load bundle paths provided; reflection correction disabled\n";
return;
}
if (open_path.empty() || short_path.empty() || load_path.empty()) {
throw std::runtime_error("S11 calibration requires open, short, and load raw bundle paths");
}
const auto open_traces = load_channel_traces(open_path, "S11 open calibration", RawTraceChannel::S11);
const auto short_traces = load_channel_traces(short_path, "S11 short calibration", RawTraceChannel::S11);
const auto load_traces = load_channel_traces(load_path, "S11 load calibration", RawTraceChannel::S11);
ensure_combo_coverage(open_traces, short_traces, "S11 open calibration", "S11 short calibration");
ensure_combo_coverage(open_traces, load_traces, "S11 open calibration", "S11 load calibration");
ensure_combo_coverage(short_traces, open_traces, "S11 short calibration", "S11 open calibration");
ensure_combo_coverage(load_traces, open_traces, "S11 load calibration", "S11 open calibration");
decltype(coefficients_by_combo_) coefficients;
coefficients.reserve(open_traces.size());
for (const auto& [combo, open_trace] : open_traces) {
coefficients.insert_or_assign(
combo,
solve_osl_coefficients(combo, open_trace, short_traces.at(combo), load_traces.at(combo))
);
}
coefficients_by_combo_ = std::move(coefficients);
}
auto S11CalibrationBundle::is_enabled() const noexcept -> bool {
return !coefficients_by_combo_.empty();
}
void S11CalibrationBundle::validate_combos(const std::vector<ipc::ComboKey>& combos) const {
if (!is_enabled()) {
return;
}
for (const auto& combo : combos) {
if (!coefficients_by_combo_.contains(combo)) {
throw std::runtime_error("S11 calibration data is missing for combo " + combo_to_string(combo));
}
}
}
auto S11CalibrationBundle::apply(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& measured
) const -> std::vector<ipc::Complex32> {
if (!is_enabled()) {
return measured;
}
if (frequency_hz.size() != measured.size()) {
throw std::runtime_error("S11 calibration input frequency/sample size mismatch");
}
const auto& coefficients = resolve(combo);
ensure_frequency_axis_match(coefficients.frequency_hz, frequency_hz, "S11 calibration");
if (measured.size() != coefficients.directivity.size()) {
throw std::runtime_error("S11 calibration vector size mismatch");
}
std::vector<ipc::Complex32> corrected{};
corrected.reserve(measured.size());
for (std::size_t index = 0; index < measured.size(); ++index) {
const auto numerator = to_std_complex(measured[index]) - to_std_complex(coefficients.directivity[index]);
const auto denominator =
to_std_complex(coefficients.reflection_tracking[index]) +
(to_std_complex(coefficients.source_match[index]) * numerator);
if (std::norm(denominator) > kComplexMagnitudeSquaredEpsilon) {
corrected.push_back(from_std_complex(numerator / denominator));
} else {
corrected.push_back(from_std_complex(numerator));
}
}
return corrected;
}
auto S11CalibrationBundle::resolve(const ipc::ComboKey& combo) const -> const Coefficients& {
return resolve_required(coefficients_by_combo_, combo, "S11 calibration coefficients");
}
void S11ReferenceBundle::load(const std::string& path) {
if (path.empty()) {
traces_by_combo_.clear();
// #38: S11 reference disabled because no path was provided; surface it instead of silently skipping.
std::cerr << "S11 reference: no bundle path provided; reference normalization disabled\n";
return;
}
traces_by_combo_ = load_channel_traces(path, "S11 reference", RawTraceChannel::S11);
}
auto S11ReferenceBundle::is_enabled() const noexcept -> bool {
return !traces_by_combo_.empty();
}
void S11ReferenceBundle::validate_combos(const std::vector<ipc::ComboKey>& combos) const {
validate_bundle_combos(traces_by_combo_, combos, "S11 reference bundle");
}
auto S11ReferenceBundle::resolve(const ipc::ComboKey& combo) const -> const ChannelTrace& {
return resolve_required(traces_by_combo_, combo, "S11 reference trace");
}
} // namespace radar::preprocessing
@@ -1,76 +0,0 @@
#include "calibration_master.hpp"
#include <cstddef>
#include <memory>
#include <stdexcept>
#include <vector>
#include <Eigen/Core>
namespace radar::preprocessing {
namespace {
class ThroughCalibrator final : public CalibratorInterface {
public:
[[nodiscard]] auto name() const -> std::string override {
return "through";
}
[[nodiscard]] auto apply(
const std::vector<ipc::Complex32>& measured,
const std::vector<ipc::Complex32>& calibration
) const -> std::vector<ipc::Complex32> override {
if (measured.size() != calibration.size()) {
throw std::runtime_error("Through calibration vector size mismatch");
}
static_assert(sizeof(ipc::Complex32) == sizeof(float) * 2U, "Complex32 layout must be two contiguous floats");
constexpr float epsilon = 1e-12F;
using InterleavedComplexView = Eigen::Matrix<float, Eigen::Dynamic, 2, Eigen::RowMajor>;
const auto point_count = static_cast<Eigen::Index>(measured.size());
Eigen::Map<const InterleavedComplexView> measured_view(
reinterpret_cast<const float*>(measured.data()),
point_count,
2
);
Eigen::Map<const InterleavedComplexView> calibration_view(
reinterpret_cast<const float*>(calibration.data()),
point_count,
2
);
const auto measured_re = measured_view.col(0).array();
const auto measured_im = measured_view.col(1).array();
const auto calibration_re = calibration_view.col(0).array();
const auto calibration_im = calibration_view.col(1).array();
const Eigen::ArrayXf magnitude_squared = calibration_re.square() + calibration_im.square();
const auto stable_division_mask = (magnitude_squared > epsilon);
const Eigen::ArrayXf corrected_re = stable_division_mask.select(
((measured_re * calibration_re) + (measured_im * calibration_im)) / magnitude_squared,
measured_re
);
const Eigen::ArrayXf corrected_im = stable_division_mask.select(
((measured_im * calibration_re) - (measured_re * calibration_im)) / magnitude_squared,
measured_im
);
std::vector<ipc::Complex32> corrected(measured.size());
Eigen::Map<InterleavedComplexView> corrected_view(reinterpret_cast<float*>(corrected.data()), point_count, 2);
corrected_view.col(0) = corrected_re.matrix();
corrected_view.col(1) = corrected_im.matrix();
return corrected;
}
};
} // namespace
auto make_s21_through_calibrator() -> std::unique_ptr<CalibratorInterface> {
return std::make_unique<ThroughCalibrator>();
}
} // namespace radar::preprocessing
@@ -2,21 +2,27 @@
#include <atomic>
#include <cstdint>
#include <span>
#include <vector>
#include "calibration_master.hpp"
#include "reference_master.hpp"
#include "channel_bundle_support.hpp"
#include "run_config.hpp"
#include "shm_ring.hpp"
namespace radar::preprocessing {
// Per-point notch multipliers: 0 inside every band, 1 outside; with the cosine
// taper a raised-cosine shoulder of taper_width_hz falls from 1 to 0 towards
// each band edge.
[[nodiscard]] auto build_notch_mask(
std::span<const float> frequency_hz,
const config::PreprocessNotchConfig& notch
) -> std::vector<float>;
class DataPreprocessor {
public:
DataPreprocessor(
const config::RunConfig& config,
CalibrationMaster& calibration_master,
ReferenceMaster& reference_master,
ipc::ShmRing& raw_ring,
ipc::ShmRing& preprocessed_ring,
ipc::ShmRing* preprocessed_tap_ring = nullptr
@@ -26,19 +32,13 @@ class DataPreprocessor {
void run(const std::atomic<bool>& stop_requested);
private:
void validate_startup_prerequisites() const;
[[nodiscard]] auto try_pop_raw_collection(
std::vector<std::uint8_t>& serialized_raw,
ipc::RawSweepCollection* out_collection
) -> bool;
void publish_preprocessed_collection(const ipc::PreprocessedCollection& collection);
[[nodiscard]] auto preprocess_collection(const ipc::RawSweepCollection& raw_collection) const
-> ipc::PreprocessedCollection;
void preprocess_collection(ipc::RawSweepCollection& collection) const;
const config::RunConfig& config_;
CalibrationMaster& calibration_master_;
ReferenceMaster& reference_master_;
S21CalibrationBundle calibration_;
S21ReferenceBundle reference_;
S21ObjectCalibrationBundle object_calibration_;
ipc::ShmRing& raw_ring_;
ipc::ShmRing& preprocessed_ring_;
@@ -1,26 +1,25 @@
#include "data_preprocessor.hpp"
#include "runtime_wait.hpp"
#include "pipeline_runtime.hpp"
#include <algorithm>
#include <cmath>
#include <cstdint>
#include <iostream>
#include <numbers>
#include <span>
#include <stdexcept>
#include <string_view>
#include <utility>
#include <vector>
namespace radar::preprocessing {
namespace {
constexpr double kPi = 3.14159265358979323846;
[[nodiscard]] auto should_apply_notch(const config::PreprocessNotchConfig& notch) -> bool {
return notch.enabled && !notch.bands_hz.empty();
}
[[nodiscard]] auto build_notch_mask(
} // namespace
auto build_notch_mask(
std::span<const float> frequency_hz,
const config::PreprocessNotchConfig& notch
) -> std::vector<float> {
@@ -51,15 +50,16 @@ constexpr double kPi = 3.14159265358979323846;
continue;
}
// Raised-cosine shoulders: 1 at the outer edge, 0 where the band starts.
if (frequency >= trans_low_hz && frequency < low_hz) {
const double arg = kPi * (frequency - trans_low_hz) / taper_width_hz;
mask[index] *= static_cast<float>(0.5 * (1.0 - std::cos(arg)));
const double arg = std::numbers::pi * (frequency - trans_low_hz) / taper_width_hz;
mask[index] *= static_cast<float>(0.5 * (1.0 + std::cos(arg)));
continue;
}
if (frequency > high_hz && frequency <= trans_high_hz) {
const double arg = kPi * (frequency - high_hz) / taper_width_hz;
mask[index] *= static_cast<float>(0.5 * (1.0 + std::cos(arg)));
const double arg = std::numbers::pi * (frequency - high_hz) / taper_width_hz;
mask[index] *= static_cast<float>(0.5 * (1.0 - std::cos(arg)));
}
}
}
@@ -67,6 +67,8 @@ constexpr double kPi = 3.14159265358979323846;
return mask;
}
namespace {
void apply_notch_mask(std::vector<ipc::Complex32>& samples, std::span<const float> mask) {
const std::size_t point_count = std::min(samples.size(), mask.size());
for (std::size_t index = 0U; index < point_count; ++index) {
@@ -75,132 +77,72 @@ void apply_notch_mask(std::vector<ipc::Complex32>& samples, std::span<const floa
}
}
[[nodiscard]] auto apply_notch_filter(
const ipc::SweepTraceBlock& trace,
const config::PreprocessNotchConfig& notch
) -> ipc::SweepTraceBlock {
if (!should_apply_notch(notch)) {
return trace;
}
ipc::SweepTraceBlock filtered = trace;
const auto mask = build_notch_mask(filtered.frequency_hz, notch);
apply_notch_mask(filtered.s21, mask);
apply_notch_mask(filtered.s11, mask);
return filtered;
}
} // namespace
DataPreprocessor::DataPreprocessor(
const config::RunConfig& config,
CalibrationMaster& calibration_master,
ReferenceMaster& reference_master,
ipc::ShmRing& raw_ring,
ipc::ShmRing& preprocessed_ring,
ipc::ShmRing* preprocessed_tap_ring
)
: config_(config),
calibration_master_(calibration_master),
reference_master_(reference_master),
raw_ring_(raw_ring),
preprocessed_ring_(preprocessed_ring),
preprocessed_tap_ring_(preprocessed_tap_ring) {
calibration_.load(config_.preprocess.s21.calibration.bundle_path);
calibration_.validate_combos(config_.run_combos);
reference_.load(config_.preprocess.s21.reference.bundle_path, calibration_, config_.run_combos);
object_calibration_.load(config_.preprocess.s21.object_calibration.bundle_path);
}
void DataPreprocessor::validate_startup_prerequisites() const {
calibration_master_.validate_combos(config_.run_combos);
reference_master_.validate_combos(config_.run_combos);
object_calibration_.validate_combos(config_.run_combos);
}
auto DataPreprocessor::try_pop_raw_collection(
std::vector<std::uint8_t>& serialized_raw,
ipc::RawSweepCollection* out_collection
) -> bool {
if (!raw_ring_.pop(serialized_raw)) {
return false;
}
*out_collection = ipc::deserialize_raw_collection(serialized_raw);
return true;
}
void DataPreprocessor::publish_preprocessed_collection(const ipc::PreprocessedCollection& collection) {
const auto serialized_preprocessed = ipc::serialize_preprocessed_collection(collection);
if (!preprocessed_ring_.push(serialized_preprocessed)) {
throw std::runtime_error("Preprocessed ring slot is too small for serialized collection");
throw runtime::FatalPipelineError("Preprocessed ring slot is too small for serialized collection");
}
if (preprocessed_tap_ring_ != nullptr && !preprocessed_tap_ring_->push(serialized_preprocessed)) {
throw std::runtime_error("Preprocessed tap ring slot is too small for serialized collection");
throw runtime::FatalPipelineError("Preprocessed tap ring slot is too small for serialized collection");
}
}
void DataPreprocessor::run(const std::atomic<bool>& stop_requested) {
validate_startup_prerequisites();
std::vector<std::uint8_t> serialized_raw{};
ipc::RawSweepCollection raw_collection{};
std::uint64_t error_count = 0;
std::uint64_t consecutive_errors = 0;
runtime::CollectionErrors errors;
while (!stop_requested.load(std::memory_order_relaxed)) {
try {
if (!try_pop_raw_collection(serialized_raw, &raw_collection)) {
if (!raw_ring_.pop(serialized_raw)) {
(void)config::wait_or_stop(config_.runtime.idle_sleep_ms, stop_requested);
continue;
}
const auto preprocessed_collection = preprocess_collection(raw_collection);
publish_preprocessed_collection(preprocessed_collection);
consecutive_errors = 0; // made progress; reset the escalation counter
auto raw_collection = ipc::deserialize_raw_collection(serialized_raw);
preprocess_collection(raw_collection);
publish_preprocessed_collection(raw_collection);
errors.progress();
} catch (const runtime::FatalPipelineError&) {
throw;
} catch (const std::exception& exc) {
// A ring-slot-too-small failure is a permanent config error (the slot
// cannot hold a serialized collection): swallowing it would silently
// drop every collection forever, so fail fast and let the operator fix it.
if (std::string(exc.what()).find("slot is too small") != std::string::npos) {
throw;
}
// A single malformed or transiently-bad collection must not kill the
// long-running preprocessor: drop it and keep serving the next sweep.
++error_count;
++consecutive_errors;
// Escalate a PERSISTENT failure loudly so a deterministic config error
// (which drops every collection forever) is not hidden by the throttle.
if (consecutive_errors % 500 == 0) {
std::cerr << "data_preprocessor: " << consecutive_errors
<< " consecutive failures — likely a permanent configuration error: "
<< exc.what() << '\n';
} else if (error_count % 100 == 1) {
std::cerr << "data_preprocessor: dropped collection after error (count="
<< error_count << "): " << exc.what() << '\n';
}
// Back-off floored at 1ms (the empty-ring sleep is never reached while a
// persistent error keeps the ring non-empty) so the catch cannot busy-spin
// a CPU core even when idle_sleep_ms is configured to 0.
errors.report("data_preprocessor", exc);
(void)config::wait_or_stop(std::max(1U, config_.runtime.idle_sleep_ms), stop_requested);
}
}
}
auto DataPreprocessor::preprocess_collection(const ipc::RawSweepCollection& raw_collection) const
-> ipc::PreprocessedCollection {
ipc::PreprocessedCollection preprocessed{};
preprocessed.collection_id = raw_collection.collection_id;
preprocessed.monotonic_ns = ipc::current_monotonic_ns();
preprocessed.capture_start_ns = raw_collection.capture_start_ns;
preprocessed.capture_end_ns = raw_collection.capture_end_ns;
preprocessed.traces.reserve(raw_collection.traces.size());
for (const auto& raw_trace : raw_collection.traces) {
// Object-derived corrections act on the completed preprocessing output.
const auto calibrated = calibration_master_.apply_to_trace(raw_trace);
const auto referenced = reference_master_.apply_to_trace(calibrated);
auto filtered = apply_notch_filter(referenced, config_.preprocess.notch);
object_calibration_.apply(filtered);
preprocessed.traces.push_back(std::move(filtered));
void DataPreprocessor::preprocess_collection(ipc::RawSweepCollection& collection) const {
if (!collection.capture_start_ns || collection.capture_end_ns < collection.capture_start_ns) {
throw std::runtime_error("Raw collection requires a valid acquisition window");
}
return preprocessed;
for (auto& trace : collection.traces) {
calibration_.apply(trace.combo, trace.frequency_hz, trace.s21);
reference_.apply(trace);
if (should_apply_notch(config_.preprocess.notch)) {
const auto mask = build_notch_mask(trace.frequency_hz, config_.preprocess.notch);
apply_notch_mask(trace.s21, mask);
}
// Object-derived corrections act on the completed preprocessing output.
object_calibration_.apply(trace);
}
collection.monotonic_ns = ipc::current_monotonic_ns();
}
} // namespace radar::preprocessing
@@ -1,49 +1,14 @@
#include <atomic>
#include <csignal>
#include <exception>
#include <iostream>
#include <string>
#include <optional>
#include "calibration_master.hpp"
#include "data_preprocessor.hpp"
#include "reference_master.hpp"
#include "run_config.hpp"
#include "pipeline_runtime.hpp"
#include "shm_ring.hpp"
namespace {
constexpr const char* kDefaultConfigPath = "run_config.json";
std::atomic<bool> g_stop_requested{false};
void signal_handler(int /*signal*/) {
g_stop_requested.store(true, std::memory_order_relaxed);
}
void install_signal_handlers() {
std::signal(SIGINT, signal_handler);
std::signal(SIGTERM, signal_handler);
}
[[nodiscard]] auto read_config_path(int argc, char** argv) -> std::string {
std::string config_path = kDefaultConfigPath;
for (int index = 1; index < argc; ++index) {
const std::string arg = argv[index];
if (arg == "--config" && (index + 1) < argc) {
config_path = argv[++index];
}
}
return config_path;
}
} // namespace
int main(int argc, char** argv) {
install_signal_handlers();
try {
const auto config_path = read_config_path(argc, argv);
const auto config = radar::config::load_run_config(config_path);
const auto config = radar::runtime::initialize(argc, argv);
auto raw_ring = radar::ipc::ShmRing::open_or_create(
config.rings.raw.name,
@@ -55,37 +20,22 @@ int main(int argc, char** argv) {
config.rings.preprocessed.capacity,
config.rings.preprocessed.slot_size_bytes
);
auto preprocessed_tap_ring = radar::ipc::ShmRing::open_or_create(
config.rings.preprocessed_tap.name,
config.rings.preprocessed_tap.capacity,
config.rings.preprocessed_tap.slot_size_bytes
);
// Load preprocessing assets once before entering run loop.
radar::preprocessing::CalibrationMaster calibration_master(
radar::preprocessing::make_s21_through_calibrator()
);
calibration_master.load_s21_calibration_bundle(config.preprocess.s21.calibration.bundle_path);
calibration_master.load_s11_calibration_bundle(
config.preprocess.s11.calibration.open.bundle_path,
config.preprocess.s11.calibration.short_standard.bundle_path,
config.preprocess.s11.calibration.load.bundle_path
);
radar::preprocessing::ReferenceMaster reference_master;
reference_master.load_s21_reference_bundle(config.preprocess.s21.reference.bundle_path);
reference_master.load_s11_reference_bundle(config.preprocess.s11.reference.bundle_path);
reference_master.prepare_calibrated(calibration_master, config.run_combos);
std::optional<radar::ipc::ShmRing> preprocessed_tap_ring;
if (!config.rings.preprocessed_tap.name.empty()) {
preprocessed_tap_ring = radar::ipc::ShmRing::open_or_create(
config.rings.preprocessed_tap.name,
config.rings.preprocessed_tap.capacity,
config.rings.preprocessed_tap.slot_size_bytes
);
}
radar::preprocessing::DataPreprocessor preprocessor(
config,
calibration_master,
reference_master,
raw_ring,
preprocessed_ring,
&preprocessed_tap_ring
preprocessed_tap_ring ? &*preprocessed_tap_ring : nullptr
);
preprocessor.run(g_stop_requested);
preprocessor.run(radar::runtime::stop_requested);
return 0;
} catch (const std::exception& exception) {
std::cerr << "data_preprocessor error: " << exception.what() << '\n';
@@ -1,46 +0,0 @@
#pragma once
#include <span>
#include <string>
#include <unordered_map>
#include <vector>
#include "channel_bundle_support.hpp"
#include "shared_types.hpp"
namespace radar::preprocessing {
class CalibrationMaster;
class ReferenceMaster {
public:
// Loads a serialized raw sweep bundle with one S21 reference trace per combo.
void load_s21_reference_bundle(const std::string& path);
// Loads optional raw S11 reference data.
void load_s11_reference_bundle(const std::string& path);
// Builds calibrated references in memory using currently loaded raw references.
// Must be called after load_s21_reference_bundle() and after calibration standards are loaded.
void prepare_calibrated(const CalibrationMaster& calibration_master, const std::vector<ipc::ComboKey>& combos);
// Ensures all runtime combos are present in loaded references.
void validate_combos(const std::vector<ipc::ComboKey>& combos) const;
// Subtracts both channel references from one calibrated trace.
[[nodiscard]] auto apply_to_trace(const ipc::SweepTraceBlock& calibrated_trace) const -> ipc::SweepTraceBlock;
[[nodiscard]] auto apply_s21(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& calibrated_s21
) const -> std::vector<ipc::Complex32>;
[[nodiscard]] auto apply_s11(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& calibrated_s11
) const -> std::vector<ipc::Complex32>;
private:
S21ReferenceBundle raw_s21_reference_bundle_{};
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> calibrated_s21_references_by_combo_{};
S11ReferenceBundle raw_s11_reference_bundle_{};
std::unordered_map<ipc::ComboKey, ChannelTrace, ipc::ComboKeyHash> calibrated_s11_references_by_combo_{};
};
} // namespace radar::preprocessing
@@ -1,180 +0,0 @@
#include "reference_master.hpp"
#include <span>
#include <stdexcept>
#include <string>
#include <utility>
#include <vector>
#include <Eigen/Core>
#include "calibration_master.hpp"
namespace radar::preprocessing {
namespace {
[[nodiscard]] auto combo_to_string(const ipc::ComboKey& combo) -> std::string {
return "input=" + std::to_string(combo.input_pos) + " output=" + std::to_string(combo.output_pos);
}
} // namespace
void ReferenceMaster::load_s21_reference_bundle(const std::string& path) {
raw_s21_reference_bundle_.load(path);
calibrated_s21_references_by_combo_.clear();
}
void ReferenceMaster::load_s11_reference_bundle(const std::string& path) {
raw_s11_reference_bundle_.load(path);
calibrated_s11_references_by_combo_.clear();
}
void ReferenceMaster::prepare_calibrated(
const CalibrationMaster& calibration_master,
const std::vector<ipc::ComboKey>& combos
) {
if (!raw_s21_reference_bundle_.is_enabled()) {
throw std::runtime_error("Reference bundle must be loaded before prepare_calibrated()");
}
calibrated_s21_references_by_combo_.clear();
calibrated_s21_references_by_combo_.reserve(combos.size());
for (const auto& combo : combos) {
const auto& raw_reference = raw_s21_reference_bundle_.resolve(combo);
ChannelTrace calibrated{};
calibrated.frequency_hz = raw_reference.frequency_hz;
calibrated.samples = calibration_master.apply_s21(combo, raw_reference.frequency_hz, raw_reference.samples);
calibrated_s21_references_by_combo_.insert_or_assign(combo, std::move(calibrated));
}
calibrated_s11_references_by_combo_.clear();
if (!raw_s11_reference_bundle_.is_enabled()) {
return;
}
if (!calibration_master.has_s11_calibration()) {
throw std::runtime_error("S11 reference bundle requires S11 calibration bundle");
}
calibrated_s11_references_by_combo_.reserve(combos.size());
for (const auto& combo : combos) {
const auto& raw_reference = raw_s11_reference_bundle_.resolve(combo);
ChannelTrace calibrated{};
calibrated.frequency_hz = raw_reference.frequency_hz;
calibrated.samples = calibration_master.apply_s11(combo, raw_reference.frequency_hz, raw_reference.samples);
calibrated_s11_references_by_combo_.insert_or_assign(combo, std::move(calibrated));
}
}
void ReferenceMaster::validate_combos(const std::vector<ipc::ComboKey>& combos) const {
if (calibrated_s21_references_by_combo_.empty()) {
throw std::runtime_error(
"Calibrated references are not prepared. Call ReferenceMaster::prepare_calibrated() at startup."
);
}
raw_s21_reference_bundle_.validate_combos(combos);
for (const auto& combo : combos) {
if (!calibrated_s21_references_by_combo_.contains(combo)) {
throw std::runtime_error("Calibrated S21 reference data is missing for combo " + combo_to_string(combo));
}
}
raw_s11_reference_bundle_.validate_combos(combos);
if (!raw_s11_reference_bundle_.is_enabled()) {
return;
}
if (calibrated_s11_references_by_combo_.empty()) {
throw std::runtime_error("Calibrated S11 references are not prepared");
}
for (const auto& combo : combos) {
if (!calibrated_s11_references_by_combo_.contains(combo)) {
throw std::runtime_error("Calibrated S11 reference data is missing for combo " + combo_to_string(combo));
}
}
}
auto ReferenceMaster::apply_to_trace(const ipc::SweepTraceBlock& calibrated_trace) const -> ipc::SweepTraceBlock {
ipc::SweepTraceBlock output{};
output.combo = calibrated_trace.combo;
output.frequency_hz = calibrated_trace.frequency_hz;
output.s21 = apply_s21(calibrated_trace.combo, calibrated_trace.frequency_hz, calibrated_trace.s21);
output.s11 = apply_s11(calibrated_trace.combo, calibrated_trace.frequency_hz, calibrated_trace.s11);
// Reference subtraction reshapes the samples, not when they were measured.
output.capture_start_ns = calibrated_trace.capture_start_ns;
output.capture_end_ns = calibrated_trace.capture_end_ns;
return output;
}
auto ReferenceMaster::apply_s21(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& calibrated_s21
) const -> std::vector<ipc::Complex32> {
const auto found = calibrated_s21_references_by_combo_.find(combo);
if (found == calibrated_s21_references_by_combo_.end()) {
throw std::runtime_error("Calibrated S21 reference is missing for combo " + combo_to_string(combo));
}
const auto& reference = found->second;
validate_channel_trace_layout(reference, "Calibrated S21 reference", combo);
if (calibrated_s21.size() != reference.samples.size()) {
throw std::runtime_error("S21 reference point count mismatch for combo " + combo_to_string(combo));
}
if (!frequency_axes_match(frequency_hz, reference.frequency_hz)) {
throw std::runtime_error("S21 reference frequency axis mismatch for combo " + combo_to_string(combo));
}
std::vector<ipc::Complex32> output(calibrated_s21.size());
static_assert(sizeof(ipc::Complex32) == sizeof(float) * 2U, "Complex32 layout must be two contiguous floats");
using InterleavedComplexView = Eigen::Matrix<float, Eigen::Dynamic, 2, Eigen::RowMajor>;
const auto point_count = static_cast<Eigen::Index>(calibrated_s21.size());
Eigen::Map<const InterleavedComplexView> calibrated_view(
reinterpret_cast<const float*>(calibrated_s21.data()),
point_count,
2
);
Eigen::Map<const InterleavedComplexView> reference_view(
reinterpret_cast<const float*>(reference.samples.data()),
point_count,
2
);
Eigen::Map<InterleavedComplexView> output_view(reinterpret_cast<float*>(output.data()), point_count, 2);
output_view = calibrated_view - reference_view;
return output;
}
auto ReferenceMaster::apply_s11(
const ipc::ComboKey& combo,
std::span<const float> frequency_hz,
const std::vector<ipc::Complex32>& calibrated_s11
) const -> std::vector<ipc::Complex32> {
if (!raw_s11_reference_bundle_.is_enabled()) {
return calibrated_s11;
}
const auto found = calibrated_s11_references_by_combo_.find(combo);
if (found == calibrated_s11_references_by_combo_.end()) {
throw std::runtime_error("Calibrated S11 reference is missing for combo " + combo_to_string(combo));
}
const auto& reference = found->second;
validate_channel_trace_layout(reference, "Calibrated S11 reference", combo);
if (calibrated_s11.size() != reference.samples.size()) {
throw std::runtime_error("S11 reference point count mismatch for combo " + combo_to_string(combo));
}
if (!frequency_axes_match(frequency_hz, reference.frequency_hz)) {
throw std::runtime_error("S11 reference frequency axis mismatch for combo " + combo_to_string(combo));
}
std::vector<ipc::Complex32> output(calibrated_s11.size());
for (std::size_t index = 0; index < calibrated_s11.size(); ++index) {
output[index].re = calibrated_s11[index].re - reference.samples[index].re;
output[index].im = calibrated_s11[index].im - reference.samples[index].im;
}
return output;
}
} // namespace radar::preprocessing