robust op• Data kinds: matrix × signal → table
• Call: import fullseye as fs; fs.ledger.residue_crt(residues, periods, weights=None, lo=0.0, hi=None) -> 'dict' (implementation को सीधे call करना हो तो import residue; residue.residue_crt(residues, periods, weights=None, lo=0.0, hi=None) -> 'dict', registry से लेना हो तो opsresidue.get("residue_crt"))
real periods पर weighted robust CRT -> dict।
> नीचे का विस्तृत विवरण मूल text में है — सारांश और headings का अनुवाद हो चुका है।
Solve v ≡ residues[i] (mod periods[i]) for v in [lo, hi). residues has the band axis first, shape (N,) or (N, ...) — every trailing element is solved independently (one pixel, one sample). weights (same shape, or (N,)) say how much each band is trusted — typically the product of the two amplitudes the phase came from, so a band with no contrast gets no vote.
Method: every candidate v = r_ref + k p_ref of the longest period inside the range is scored by phasor agreement sum_i w_i cos(2 pi (v - r_i)/p_i) (the maximum-likelihood criterion for von-Mises phase noise); the best one is refined by the inverse-variance-weighted mean of the signed residuals.
Returns {"value", "score", "margin", "residual", "n_candidates", "unambiguous_range"}: score in [-1, 1] (1 = all bands agree exactly), margin = best minus runner-up score (small = the answer was a near tie — treat as unreliable), residual per band in the units of v. hi defaults to lo + the least common multiple of the periods (when they are commensurate); a range wider than that is refused, because two values in it would have identical residues.
Exactness: integer residues of pairwise-coprime integer periods reproduce residue_integer_crt exactly. Robustness: with periods Γ M_i (M_i coprime integers) a value is recovered exactly whenever every residue error is below Γ/4 (Wang & Xia's bound); beyond it the margin collapses first.
• Sample data catalog (DL URL / license) — 2-D के लिए skimage.data (BSD/public) + synthetic, 3-D के लिए real data sources (Stanford/PDS आदि) के DL URL।
• Operators का स्रोत और संदर्भ — इस op family के मूल research/methods के स्रोत।
• Algorithm का मानक स्रोत (लेखक, वर्ष) और उपयोग ऊपर की family usage guide में दिए गए हैं।
• poc_residue_crt — py -3.11 examples/poc_residue_crt.py
table को input के रूप में लेते हैं)—
robust)*Provenance: residue.py — RESIDUE operator registry. यह per-op note tools/opdocs.py md से अपने-आप generate होता है (हाथ से edit न करें)।*
© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.