Generator

Multiplications in a hierarchical solve and in a dense factorisation, and where they cross

One function in the hsolve library, called 7 times across 1 essay. Below: what it draws at its defaults, what it draws at every value an essay asks for, the 9 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 multiplications in a hierarchical solve and in a dense factorisation, and where they cross. Both counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.13, 1.93, 1.74 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 128: below it the format is the more expensive way to solve the system, at 1.48 times the dense count, and at n = 512 it is 6.2 times cheaper. Every point returns an answer at a backward error of about 1.4·10⁻¹⁰, so the comparison is between two ways of getting the same thing.

solve-cost is one function in lib/figures/hsolve.js — solving with it — the recursion that assembles nothing, and the backward error that was chosen. 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.

Multiplications in a hierarchical solve and in a dense factorisation, and where they crossBoth counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.13, 1.93, 1.74 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 128: below it the format is the more expensive way to solve the system, at 1.48 times the dense count, and at n = 512 it is 6.2 times cheaper. Every point returns an answer at a backward error of about 1.4·10⁻¹⁰, so the comparison is between two ways of getting the same thing.567891010⁴10⁵10⁶10⁷10⁸10⁹log₂ nmultiplicationsdense factorisation, n³⁄3the recursion, countedwhere the format starts payingratio at n = 641.5ratio at n = 5120.16exponent, first doubling2.1exponent, last doubling1.7backward error1.4·10⁻¹⁰cheaper is a sizenot a property

Both counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.13, 1.93, 1.74 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 128: below it the format is the more expensive way to solve the system, at 1.48 times the dense count, and at n = 512 it is 6.2 times cheaper. Every point returns an answer at a backward error of about 1.4·10⁻¹⁰, so the comparison is between two ways of getting the same thing.

logEps: -8

The arguments are the ones Where the format starts paying passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

Multiplications in a hierarchical solve and in a dense factorisation, and where they crossBoth counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.13, 1.93, 1.74 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 128: below it the format is the more expensive way to solve the system, at 1.48 times the dense count, and at n = 512 it is 6.2 times cheaper. Every point returns an answer at a backward error of about 1.4·10⁻¹⁰, so the comparison is between two ways of getting the same thing.567891010⁴10⁵10⁶10⁷10⁸10⁹log₂ nmultiplicationsdense factorisation, n³⁄3the recursion, countedwhere the format starts payingratio at n = 641.5ratio at n = 5120.16exponent, first doubling2.1exponent, last doubling1.7backward error1.4·10⁻¹⁰cheaper is a sizenot a property

Both counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.13, 1.93, 1.74 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 128: below it the format is the more expensive way to solve the system, at 1.48 times the dense count, and at n = 512 it is 6.2 times cheaper. Every point returns an answer at a backward error of about 1.4·10⁻¹⁰, so the comparison is between two ways of getting the same thing.

logEps: -12

The arguments are the ones Where the format starts paying passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

Multiplications in a hierarchical solve and in a dense factorisation, and where they crossBoth counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.25, 1.95, 1.78 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 128 and n = 256: below it the format is the more expensive way to solve the system, at 2.36 times the dense count, and at n = 512 it is 3.4 times cheaper. Every point returns an answer at a backward error of about 2.4·10⁻¹⁴, so the comparison is between two ways of getting the same thing.567891010⁴10⁵10⁶10⁷10⁸10⁹log₂ nmultiplicationsdense factorisation, n³⁄3the recursion, countedwhere the format starts payingratio at n = 642.4ratio at n = 5120.29exponent, first doubling2.2exponent, last doubling1.8backward error2.4·10⁻¹⁴cheaper is a sizenot a property

Both counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.25, 1.95, 1.78 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 128 and n = 256: below it the format is the more expensive way to solve the system, at 2.36 times the dense count, and at n = 512 it is 3.4 times cheaper. Every point returns an answer at a backward error of about 2.4·10⁻¹⁴, so the comparison is between two ways of getting the same thing.

logEps: -2

The arguments are the ones Where the format starts paying passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

Multiplications in a hierarchical solve and in a dense factorisation, and where they crossBoth counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 1.82, 1.80, 1.62 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 64: below it the format is the more expensive way to solve the system, at 0.28 times the dense count, and at n = 512 it is 47.4 times cheaper. Every point returns an answer at a backward error of about 2.6·10⁻⁴, so the comparison is between two ways of getting the same thing.567891010³10⁴10⁵10⁶10⁷10⁸10⁹log₂ nmultiplicationsdense factorisation, n³⁄3the recursion, countedwhere the format starts payingratio at n = 640.28ratio at n = 5120.021exponent, first doubling1.8exponent, last doubling1.6backward error2.6·10⁻⁴cheaper is a sizenot a property

Both counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 1.82, 1.80, 1.62 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 64: below it the format is the more expensive way to solve the system, at 0.28 times the dense count, and at n = 512 it is 47.4 times cheaper. Every point returns an answer at a backward error of about 2.6·10⁻⁴, so the comparison is between two ways of getting the same thing.

logEps: -4

The arguments are the ones Where the format starts paying passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

Multiplications in a hierarchical solve and in a dense factorisation, and where they crossBoth counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.06, 1.87, 1.66 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 64: below it the format is the more expensive way to solve the system, at 0.61 times the dense count, and at n = 512 it is 17.5 times cheaper. Every point returns an answer at a backward error of about 1.5·10⁻⁶, so the comparison is between two ways of getting the same thing.567891010⁴10⁵10⁶10⁷10⁸10⁹log₂ nmultiplicationsdense factorisation, n³⁄3the recursion, countedwhere the format starts payingratio at n = 640.61ratio at n = 5120.057exponent, first doubling2.1exponent, last doubling1.7backward error1.5·10⁻⁶cheaper is a sizenot a property

Both counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.06, 1.87, 1.66 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 64: below it the format is the more expensive way to solve the system, at 0.61 times the dense count, and at n = 512 it is 17.5 times cheaper. Every point returns an answer at a backward error of about 1.5·10⁻⁶, so the comparison is between two ways of getting the same thing.

logEps: -6

The arguments are the ones Where the format starts paying passes. A value nobody placed would be a picture no essay asked for and no claim was ever checked against.

Multiplications in a hierarchical solve and in a dense factorisation, and where they crossBoth counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.13, 1.88, 1.73 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 64: below it the format is the more expensive way to solve the system, at 0.92 times the dense count, and at n = 512 it is 10.3 times cheaper. Every point returns an answer at a backward error of about 2.3·10⁻⁸, so the comparison is between two ways of getting the same thing.567891010⁴10⁵10⁶10⁷10⁸10⁹log₂ nmultiplicationsdense factorisation, n³⁄3the recursion, countedwhere the format starts payingratio at n = 640.92ratio at n = 5120.097exponent, first doubling2.1exponent, last doubling1.7backward error2.3·10⁻⁸cheaper is a sizenot a property

Both counted rather than estimated: the recursion carries a counter and reports what it actually did. The dense factorisation is n³/3 and rises at exactly three per doubling. The hierarchical solve rises at 2.13, 1.88, 1.73 — falling, because the cost is n log²n and its exponent is on its way to one. The two cross between n = 64 and n = 64: below it the format is the more expensive way to solve the system, at 0.92 times the dense count, and at n = 512 it is 10.3 times cheaper. Every point returns an answer at a backward error of about 2.3·10⁻⁸, so the comparison is between two ways of getting the same thing.

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.

9 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.

and the answer is still an answer at n = 64 — checked 4 times

an accuracy the blocks have singular values across

an accuracy, not a rank

LU is for square matrices

matmul shapes agree

the multiplication count grows well below the dense factorisation's cube

Against the rule

It draws a decomposition and prints its residual. It calls costAgainstSize, 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.

The whole library · All essays · What must fail