Shared DSP primitives for the Tap family of audio libraries. Header-only, plain portable C++ (C++20, standard library only), no Max/Min or framework dependency — consumed as a git submodule by the individual libraries.

Today it holds four primitives, plus the FIR substrate — the shared design-math / sample-format / kernel layer under SampleRateTap and RatioTap:

include/tap/dsp/fft.h wraps the vendored Ooura split-radix real FFT behind a small, well-specified interface, with optional, mutually-exclusive float32 backends that re-present the exact same numeric contract for speed on specific hardware:

The two float32 backends conjugate imaginary bins and rescale so every intermediate spectrum matches the Ooura build to single-precision rounding — so the whole double-precision test battery stays a valid oracle for the accelerated float paths. tests/test_fft_backend.cpp pins each backend to Ooura's rdft_f bin-for-bin at the certified geometries (N = 512, 2048).

#include "tap/dsp/fft.h"

tap::dsp::real_fft   fft(1024);   // double, the desktop/golden profile
tap::dsp::real_fft32 fft32(1024); // float,  the embedded / accelerated profile

std::vector<double> x(1024, 0.0);
fft.forward_inplace(x.data());        // packed spectrum, W = exp(+2πi/N)
fft.inverse(x.data(), x.data());      // out-of-place inverse, normalized (2/N)

Key contract points (full detail in the header docstring):

• Packing (N/2 + 1 bins): data[0] = DC real, data[1] = Nyquist real, data[2k]/data[2k+1] = bin k real/imag for 1 ≤ k < N/2.
• Sign convention W = exp(+2πi/N) — imaginary parts are conjugated relative to the engineering-convention DFT. Consistent across every operand, so spectral products (fast convolution, adaptive-filter regressors) are unaffected; conjugate only when importing spectra computed elsewhere.
• Normalization: *_inplace inverse is unnormalized (multiply by 2/N); the out-of-place inverse() applies the 2/N for you.
• Transforms are noexcept and allocation-free after construction — real-time safe. Size must be a power of two, ≥ 4, fixed at construction.

include/tap/dsp/yin.h implements the time-domain YIN estimator (de Cheveigné & Kawahara 2002, steps 1–5): squared-difference function, cumulative-mean normalization, absolute threshold with local-minimum descent, and parabolic interpolation for sub-sample period precision. Header-only, allocation-free after construction, noexcept on the analysis path.

#include "tap/dsp/yin.h"

tap::dsp::yin   det(800, 20, 800);   // window, tau_min, tau_max — double golden model
tap::dsp::yin32 det32(800, 20, 800); // float, the embedded profile

const auto r = det.analyze(frame);   // frame_size() == window + tau_max samples
if (r.voiced()) {
    const double freq = sample_rate / r.period; // fractional-sample period
}

Key contract points (full detail in the header docstring):

• Geometry fixed at construction: integration window, searched lag range [tau_min, tau_max] (bound from your frequency range as τ = sr / f), with window ≥ tau_max; analyze() reads window + tau_max samples, oldest first.
• Result: fractional period in samples (0 = unvoiced) plus the normalized aperiodicity at the chosen lag (global minimum when unvoiced).
• Threshold: the paper's absolute threshold on the normalized difference, default 0.1, settable at runtime.
• Both precisions run the identical algorithm; the test battery pins sine/ sawtooth accuracy (sub-cent in double), octave robustness, unvoiced rejection, and float/double agreement. The difference-function inner loop is the designated Helium-MVE / HVX backend candidate behind this same contract, mirroring the FFT's golden-model-plus-backends pattern.

include/tap/dsp/psola.h is the real-time TD-PSOLA resynthesis stage: Hann grains two source periods long, extracted at period-spaced analysis marks and overlap-added at period/ratio-spaced synthesis marks with sub-sample (Hermite) placement. Detection-agnostic — the caller supplies the period (from tap::dsp::yin or any tracker); fixed latency of 2 * max_period + 2 samples.

tap::dsp::psola shifter(900);            // deepest period it will be given
double y = shifter.process(x, period, ratio); // per sample; ratio 2 = octave up

Know what PSOLA is: it resamples the source's spectral envelope at the new harmonic spacing — which is why it preserves formants on voice, and why a pure tone shifted far from any new harmonic thins toward silence. Feed it harmonic-rich material; both behaviors are pinned by the tests.

include/tap/dsp/pvoc.h is an STFT pitch shifter (Hann, 4× overlap, built on tap::dsp::real_fft so the float profile rides the vDSP/CMSIS backends) using Laroche–Dolson-style peak-region shifting: each spectral peak's region is translated rigidly by an integer bin offset and rotated by one accumulated residual phase, so phase relationships across the peak stay intact. At ratio 1 the output reconstructs the input's waveform delayed by exactly one FFT frame (pinned by the tests). Latency = the FFT size (1024 default).

tap::dsp::pvoc shifter(1024);
shifter.set_formant(true);               // optional LPC formant preservation
double y = shifter.process(x, ratio);    // per sample; ratio sampled per hop

Optional formant preservation (set_formant) uses the classic source-filter method: an LPC spectral envelope (autocorrelation + Levinson–Durbin, order 48) per analysis frame, with every relocated bin rescaled by envelope(target)/envelope(source) — the excitation moves, the envelope stays. At ratio 1 the correction is exactly unity, so the identity contract holds either way.

Five headers carried from SampleRateTap (where they design and run the ASRC's polyphase datapath) and promoted here so RatioTap's fixed-ratio 44.1↔48 converter — and any future FIR consumer — shares one implementation. The performance-sensitive pieces are regression-gated in SampleRateTap's instruction-count CI (Cortex-M33/M55, Hexagon, ±3%); treat measured claims in the header comments as contracts.

Kaiser-windowed sinc prototype design for L-phase polyphase banks: bessel_i0, kaiser_beta (Kaiser's empirical fit), estimate_taps (the harris length estimate), design_prototype, and design_prototype_compensated — the zeros-at-k·fs variant with passband droop pre-compensated (closed-form, no FFT), which turns branch-DC uniformity into exact transmission zeros at every multiple of the sample rate. Runtime design in double, deliberately not constexpr (the header's design note does the arithmetic); run it in a constructor, off the audio path. Also exports solve_dense, the small dense solver the compensated design and the analysis instruments share.

The family's sample-format substrate: how each sample type stores coefficients, accumulates dot products, and rounds/saturates back to samples.

Fixed point is a first-class embedded direction, not a legacy path. The Q15/Q31 profiles exist for targets where double (sometimes any float) is unaffordable — SampleRateTap measured its float datapath at ~19× the instruction count of Q15 on a Cortex-M33 (soft-double accumulation). Expected deployments include Bluetooth-adjacent conversion (RatioTap) and M33/M55-class eurorack and pedal targets running TapTools primitives. Per-primitive adoption is opt-in, and each adoption is its own documented Q-format design: the ladder of headroom bits, pre-shifts, and the single rounding point is a per-datapath decision. That is also why these are traits over raw sample types rather than q15/q31 wrapper classes — the arithmetic contract stays visible at the use site and pinnable by tests, buffers arrive from codecs and C ABIs as plain int16_t/int32_t, and the SMLALD kernel's paired loads stay legal.

This header is the format core only. Engine-specific extensions (e.g. SampleRateTap's inter-phase coefficient blending) derive from these specializations and refine the tap::dsp::sample_type concept.

The FIR hot loops, target-gated the way SampleRateTap's optimization campaign measured them: dot_row (planar; routes Q15 through a dual-MAC SMLALD loop on DSP-extension Arm cores without Helium — bit-exact by construction), and the channel-parallel pair dot_tile_frame_major / dot_rows_frame_major (register-blocked 8/4/2/1 tiles over frame-major storage, coefficient broadcast across channel lanes — bit-exact against the planar path for every sample type, float included, because lanes are channels, not taps). The TAP_DSP_CHANNEL_PARALLEL / TAP_DSP_CP_MIN_CHANNELS gates encode which targets prefer which layout.

quantize_row_preserving_sum: quantizes one polyphase branch to a fixed-point coefficient format while preserving the row's DC sum exactly (largest-remainder distribution of the rounding residual — "the coefficients of every phase must add to one", R. Bristow-Johnson, music-dsp). Plain conversion for float. Design-time code.

The quality-measurement harness the converter suites share: sine_analysis.h (least-squares single-tone fit, frequency-tracked variant, snr_db) and multitone_analysis.h (pink log-spaced tone_comb, joint least-squares multitone fit, program_weighted_snr_db — the program-weighted metric with Fisher-weighted ratio pooling). Instrument floors on exact synthetic signals are pinned by tests/test_analysis.cpp, so a consumer's quality gate never silently rests on a degraded instrument.

notebooks/pitchshift.ipynb measures the three pitch primitives — driving the actual shipping C++ through the C ABI in tools/capi/ (ctypes bridge: notebooks/dsptap_py.py, which builds build_capi/ on first import). It documents the two findings from the primitives' development: PSOLA's envelope-resampling nature (why it preserves formants and why a pure tone shifted an octave thins out), and the measured level collapse of naive phase-vocoder bin remapping vs the shipping peak-locked design — plus the LPC formant-preservation demo.

Standalone (builds the Ooura path, plus vDSP on macOS, and runs the tests):

cmake -S . -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
ctest --test-dir build --output-on-failure

The CMSIS-DSP Helium backend is compile-verified under the bare-metal M55 toolchain (cmake/arm-cortex-m55-mps3.cmake); running its parity suite under QEMU is done in the consuming library's embedded harness.

add_subdirectory(submodules/dsptap)   # or however it is pinned
target_link_libraries(my_dsp PRIVATE tap::dsp)

tap::dsp is an INTERFACE target (the headers + the compiled Ooura static lib tap::dsp_fft); it does not build the tests when added as a subdirectory (TAP_DSP_BUILD_TESTS defaults OFF unless top-level). The per-platform float32 backend defaults follow the target: vDSP on Apple, CMSIS on the bare-metal M55 profile, Ooura elsewhere — override with -DTAP_DSP_FFT_ACCELERATE=OFF etc.

This code was carried, byte-for-byte in its vendored Ooura sources, inside both MuTap (adaptive filtering) and AmbiTap (ambisonics / binaural convolution). The C++ wrappers had begun to diverge — MuTap grew the templated basic_real_fft<Sample> and the CMSIS/vDSP backends; AmbiTap kept an older double-engine wrapper with no backends — so a bug fix or a new backend in one would silently miss the other. DspTap is the consolidation: one wrapper, one contract, one home for the next backend. The unified wrapper is MuTap's backend-capable basic_real_fft, generalized to the tap::dsp namespace.

The FIR substrate is the second consolidation wave, moved here from SampleRateTap (its srt/detail/kaiser.h, srt/sample_traits.h format core, the dot kernels from srt/polyphase_filter.h, the row-sum quantization from its bank constructor, and the tests/support/ measurement harness) at the moment RatioTap became the second consumer — the same extract-on-second-consumer rule that created this repo.

See third_party/ooura/readme.txt and third_party/cmsis-dsp/VENDOR.md for the vendored-code provenance and licenses.

The DspTap wrapper is MIT (LICENSE). Vendored third-party code keeps its own license: Ooura FFT (permissive, see its readme), CMSIS-DSP / CMSIS-Core (Apache-2.0, SPDX headers retained in every file). See NOTICE.md.