wavelet_filters — MATH transform op

• Data kinds: none → table (an op determined by its arguments alone — it takes no image or data input)

• Call: import fullseye as fs; fs.ledger.wavelet_filters(order: 'int' = 2) -> 'dict' (to call the implementation directly, import mathtransforms; mathtransforms.wavelet_filters(order: 'int' = 2) -> 'dict'; from the registry, opsmath.get("wavelet_filters"))

Usage

> This operator's description has not been translated yet. The original text follows as it is.

Daubechies の正規直交ウェーブレット dbN のフィルタを、教科書の構成(スペクトル分解)で作る。

|H(ω)|² = cos^{2N}(ω/2)·P(sin²(ω/2))、P(y) = Σ_{k<N} C(N−1+k, k) y^k(Daubechies 1988)。P の根から単位円の

内側の零点を選び、(1 + z⁻¹)^N と掛け合わせる。表を写さないので桁落ちの転記ミスが無い(門が値を確かめる)。

Returns:

`lowpass h(長さ 2N、和 √2)、highpass g[n] = (−1)^n h[2N−1−n]、order`、

`vanishing_moments` = N(次数 N−1 までの多項式を詳細係数で消す)。order=1 は Haar。

Family-wide input contract (fail-closed)

Every mathops op validates its input before computing (nothing slips through silently):

• **complex input raises ValueError** — coercing to float64 silently discards the imaginary part (numpy only emits a ComplexWarning and returns a plausible-looking wrong real number). State .real/.imag/abs() explicitly, or use complexops, which handles complex data.

• **masked arrays with masked elements raise ValueError** — the implicit conversion that peels off the mask and uses the raw values underneath is refused. Say explicitly whether to fill or to drop.

• **NaN/Inf raises ValueError on every input** (refused with the count stated — it propagates through the whole result).

• Shapes are strict: 1-D and 2-D are never implicitly promoted or broadcast (a matrix in a vector slot, or a vector in a matrix slot, raises ValueError; reshape explicitly).

• Size cap: ops that take a matrix, and the stat_histogram bins, raise ValueError beyond mathops.MAX_ELEMENTS (2^26 ≈ 67 million elements).

Detailed usage guide

• math_metrology family guide

References (sample data, literature)

• Sample-data catalog (download URLs / licences) — 2-D uses skimage.data (BSD/public domain) plus synthetic images; 3-D lists download URLs for real data sources (Stanford, PDS, …).

• Operator provenance and references — the sources of the research/methods this op family came from.

• The canonical algorithm (author, year) and its uses are named in the family usage guide above.

Runnable examples (verified samples that actually call this op)

• (none yet)

Ops the type connects to (they accept table as input)

dynsys_poincare_section · dwt_inverse · chebyshev_eval_nd

Same category (transform)

abel_transform · abel_inverse · abel_inverse_image · abel_revolve · hankel_transform · tf_poles_zeros · tf_freq_response · tf_impulse_response


*Provenance: mathtransforms.py — MATH operator registry. This per-op note is generated by tools/opdocs.py md (do not hand-edit).*

© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.