Generator

The condition number a sketched preconditioner leaves, against the condition number it was given

One function in the precond library, called 7 times across 2 essays. Below: what it draws at its defaults, what it draws at every value an essay asks for, the 17 claims it put to the test while drawing them, and where it stands against the rule this site is named for.

At its defaults it draws the condition number a sketched preconditioner leaves, against the condition number it was given. Two curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 4n-row sketch, is 2.2284 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.

precondition-kappa is one function in lib/figures/precond.js — a sketch as a preconditioner — the same randomness, spent on the cost instead. Everything below came out of it during this build, at arguments taken from the essays rather than invented for this page. A figure here is the figure a reader meets in an essay, and if the generator changes, this page changes with it.

At its defaults

Drawn even though every essay passes arguments — which on this site is every essay, at 100% of placements since the standard pass. A default nothing exercises is a trap for the next essay to call this with none, and this is the page where a default that has drifted from the figures around it becomes visible.

The condition number a sketched preconditioner leaves, against the condition number it was givenTwo curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 4n-row sketch, is 2.2284 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.10²10⁴10⁶10⁸10¹⁰110²10⁴10⁶10⁸10¹⁰condition number of the matrixcondition number seen by the iterationκ(A), unchangedκ(AR⁻¹)a bound with no κ(A) in itκ(AR⁻¹), every κ(A)2.2κ(SU), the other route2.2κ(A), across the sweep10⁸κ(AR⁻¹), across the sweep1the sketch never sees the spectrumand the spectrum cancels out of the answer

Two curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 4n-row sketch, is 2.2284 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.

width: 4

The arguments are the ones The sketch that is not the answer passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

The condition number a sketched preconditioner leaves, against the condition number it was givenTwo curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 4n-row sketch, is 2.2284 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.10²10⁴10⁶10⁸10¹⁰110²10⁴10⁶10⁸10¹⁰condition number of the matrixcondition number seen by the iterationκ(A), unchangedκ(AR⁻¹)a bound with no κ(A) in itκ(AR⁻¹), every κ(A)2.2κ(SU), the other route2.2κ(A), across the sweep10⁸κ(AR⁻¹), across the sweep1the sketch never sees the spectrumand the spectrum cancels out of the answer

Two curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 4n-row sketch, is 2.2284 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.

width: 2

The arguments are the ones The sketch that is not the answer passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

The condition number a sketched preconditioner leaves, against the condition number it was givenTwo curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 2n-row sketch, is 6.1286 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.10²10⁴10⁶10⁸10¹⁰110²10⁴10⁶10⁸10¹⁰condition number of the matrixcondition number seen by the iterationκ(A), unchangedκ(AR⁻¹)a bound with no κ(A) in itκ(AR⁻¹), every κ(A)6.1κ(SU), the other route6.1κ(A), across the sweep10⁸κ(AR⁻¹), across the sweep1the sketch never sees the spectrumand the spectrum cancels out of the answer

Two curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 2n-row sketch, is 6.1286 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.

width: 3

The arguments are the ones The sketch that is not the answer passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

The condition number a sketched preconditioner leaves, against the condition number it was givenTwo curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 3n-row sketch, is 2.7861 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.10²10⁴10⁶10⁸10¹⁰110²10⁴10⁶10⁸10¹⁰condition number of the matrixcondition number seen by the iterationκ(A), unchangedκ(AR⁻¹)a bound with no κ(A) in itκ(AR⁻¹), every κ(A)2.8κ(SU), the other route2.8κ(A), across the sweep10⁸κ(AR⁻¹), across the sweep1the sketch never sees the spectrumand the spectrum cancels out of the answer

Two curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 3n-row sketch, is 2.7861 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.

width: 10

The arguments are the ones The sketch that is not the answer passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

The condition number a sketched preconditioner leaves, against the condition number it was givenTwo curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 10n-row sketch, is 1.6616 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.10²10⁴10⁶10⁸10¹⁰110²10⁴10⁶10⁸10¹⁰condition number of the matrixcondition number seen by the iterationκ(A), unchangedκ(AR⁻¹)a bound with no κ(A) in itκ(AR⁻¹), every κ(A)1.7κ(SU), the other route1.7κ(A), across the sweep10⁸κ(AR⁻¹), across the sweep1the sketch never sees the spectrumand the spectrum cancels out of the answer

Two curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 10n-row sketch, is 1.6616 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.

n: 16

The arguments are the ones The sketch that is not the answer passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

The condition number a sketched preconditioner leaves, against the condition number it was givenTwo curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 4n-row sketch, is 2.6304 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.10²10⁴10⁶10⁸10¹⁰110²10⁴10⁶10⁸10¹⁰condition number of the matrixcondition number seen by the iterationκ(A), unchangedκ(AR⁻¹)a bound with no κ(A) in itκ(AR⁻¹), every κ(A)2.6κ(SU), the other route2.6κ(A), across the sweep10⁸κ(AR⁻¹), across the sweep1the sketch never sees the spectrumand the spectrum cancels out of the answer

Two curves against κ(A), both axes logarithmic. The matrix's own condition number climbs the diagonal from 100 to 10¹⁰; κ(AR⁻¹), where R comes from a QR of a 4n-row sketch, is 2.6304 at every one of them — the same number to ten digits, not a similar one. The reason is two lines of algebra: with G = SU the preconditioned singular values are those of (GᵀG)⁻¹, which has no spectrum of A in it at all.

What it checked while drawing

Every figure above checked its own claims on the way to being drawn, and a claim that failed would have stopped the picture rather than shipped a wrong one. Those checks used to leave no trace at all: a passing one returned true and the only evidence the figure had checked anything was that nothing crashed. The list below is what they actually said, collected by running this generator with an observer installed — not a description of what it is believed to check.

17 distinct claims across 6 sets of arguments, grouped below by shape — because most of them are one sentence with a different number in it, and how many separate times that sentence was put to the test is the informative part.

a number of columns the sweep can afford

a sketch wider than the problem and narrower than the data

and is the SAME number at every one of them, not merely a similar one

enough rows for the sketch to be a sketch

matmul shapes agree

the sketch's R factor is nonsingular at κ = 100

the sketch's R factor is nonsingular at κ = 10¹⁰

the sketch's R factor is nonsingular at κ = 10⁴

the sketch's R factor is nonsingular at κ = 10⁶

the sketch's R factor is nonsingular at κ = 10⁸

while κ(A) moves by orders of magnitude

κ(AR⁻¹) is a small constant at κ(A) = 100

κ(AR⁻¹) is a small constant at κ(A) = 10¹⁰

κ(AR⁻¹) is a small constant at κ(A) = 10⁴

κ(AR⁻¹) is a small constant at κ(A) = 10⁶

κ(AR⁻¹) is a small constant at κ(A) = 10⁸

κ(AR⁻¹) measured and κ(SU) computed from the sketch alone agree

Against the rule

It draws a decomposition and prints its residual. It calls qrHouseholder, sketchPreconditioner, and every figure above carries the badge — which residualcheck verifies by looking for it in the emitted SVG rather than by finding the call that builds one. A badge that is constructed and then left out of the body is the failure that check exists for.

Across the library: the rule bites on 217 of 397 generators — 199 print a residual and 18 are exempt with a published reason; 180 factorise nothing. Read from lib/residual-rule.js, which is the same body the gate enforces from, and the gate's last check fails the build if this page and it disagree about any generator.

Where it is called

Changing this generator changes every figure on this list. That is what makes the list worth publishing rather than keeping in a check script.

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