Generator

plane-and-vectors

One function in the subspace library, called 6 times across 5 essays. Below: what it draws at its defaults, what it draws at every value an essay asks for, the 6 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 plane, and the two vectors inside it, at a gap of 10⁻⁶. A circle representing the invariant plane, with two perpendicular radii for the eigenvectors and two more for the perturbed ones, rotated within the same circle.

plane-and-vectors is one function in lib/figures/subspace.js — subspaces — the gap, the eigenvector, and the plane that survives both. 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 plane, and the two vectors inside it, at a gap of 10⁻⁶A circle representing the invariant plane, with two perpendicular radii for the eigenvectors and two more for the perturbed ones, rotated within the same circle.the invariant planesolid: beforedashed: aftersame perturbation, two questionsthe vectors turned, radians0.029the plane turned, radians7.6·10⁻⁸what left the plane5.6·10⁻⁸drawn in the unperturbed plane's own basisa radius is not determined; the circle is

A circle representing the invariant plane, with two perpendicular radii for the eigenvectors and two more for the perturbed ones, rotated within the same circle.

gap: 0.000001

The arguments are the ones Rank is a decision passes. A value drawn at the generator's defaults instead would be a picture no essay asked for and no assertion has been run against.

The plane, and the two vectors inside it, at a gap of 10⁻⁶A circle representing the invariant plane, with two perpendicular radii for the eigenvectors and two more for the perturbed ones, rotated within the same circle.the invariant planesolid: beforedashed: aftersame perturbation, two questionsthe vectors turned, radians0.029the plane turned, radians7.6·10⁻⁸what left the plane5.6·10⁻⁸drawn in the unperturbed plane's own basisa radius is not determined; the circle is

A circle representing the invariant plane, with two perpendicular radii for the eigenvectors and two more for the perturbed ones, rotated within the same circle.

gap: 1e-8

The arguments are the ones The plane survives what its vectors do not passes. A value drawn at the generator's defaults instead would be a picture no essay asked for and no assertion has been run against.

The plane, and the two vectors inside it, at a gap of 10⁻⁸A circle representing the invariant plane, with two perpendicular radii for the eigenvectors and two more for the perturbed ones, rotated within the same circle.the invariant planesolid: beforedashed: aftersame perturbation, two questionsthe vectors turned, radians0.43the plane turned, radians7.6·10⁻⁸what left the plane6.5·10⁻⁸drawn in the unperturbed plane's own basisa radius is not determined; the circle is

A circle representing the invariant plane, with two perpendicular radii for the eigenvectors and two more for the perturbed ones, rotated within the same circle.

What it checked while drawing

Every figure above asserted its own claims on the way to being drawn, and a claim that failed would have failed the build rather than drawn a wrong picture. Those assertions 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.

6 distinct claims across 3 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 gap inside the range drawn

and what leaves the plane is the sine of the angle it turned through

Jacobi needs a symmetric matrix

matmul shapes agree

the plane has barely moved

the two unperturbed vectors are drawn at a right angle because they are at one

Against the rule

The rule does not apply to it. It factorises nothing, so there is no residual it could be withholding. That is worth stating rather than leaving blank: a site that reported the rule as satisfied by every generator would be counting mostly generators the rule never reached.

Across the library: the rule bites on 52 of 99 generators — 37 print a residual and 15 are exempt with a published reason; 47 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.

Eigenvalues, singular values, rank

Rank is a decision

A floating-point matrix does not have a rank. It has a spectrum of singular values, and somewhere in that spectrum is a place where the values stop being signal and start being noise. Deciding where is a judgement, and the evidence for it is a gap.

Eigenvalues, singular values, rank

The form a real matrix can reach

A real matrix with complex eigenvalues has no real triangular form, and the reason is one line — a real triangular matrix has a real diagonal, and a similarity does not move the spectrum. What it has instead is triangular except for one two-by-two block per conjugate pair, and the count is decided by the matrix rather than by where the iteration stopped.

Eigenvalues, singular values, rank

The gap decides the eigenvector

A symmetric matrix's eigenvalues move by at most the size of the perturbation, whatever the spectrum looks like. Its eigenvectors are governed by a completely different quantity — the distance to the neighbouring eigenvalue — and at a gap of 10⁻⁹ the same perturbation turns them through 27°.

Eigenvalues, singular values, rank

The plane survives what its vectors do not

At a gap of 10⁻⁹ a perturbation of 10⁻⁶ turns the two eigenvectors through half a radian and turns the plane they span through 7.6·10⁻⁸ — a ratio of six million. Ask for the subspace instead of the vectors and a hopeless computation becomes a well-conditioned one, with no change to the arithmetic.

Least squares, and the road not to take

The projection and the right angle

The least-squares solution is the one whose residual is perpendicular to everything the columns can reach. That is not a mnemonic — it is an equation, Aᵀr = 0, and the computed answer satisfies it to 10⁻¹⁶.

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